{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Widgets.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Oil-and-Gas-data-analysis/blob/master/Widgets.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "sIjLDA3OPTpV"
      },
      "source": [
        "# Colab Widgets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "rYTZ6IhFPW1E"
      },
      "source": [
        "This notebook demonstrates use of colaboratory's layout widgets.\n",
        "\n",
        "Colaboratory's widgets enable _redirecting future output_ to a particular place\n",
        "in the layout rather than requiring users to provide preconstructed html. Thus\n",
        "existing code that publishes its own output (such as bokeh, or matplotlib) can\n",
        "be treated as building-blocks from which more complex layouts can be built.\n",
        "Widgets also support a simple protocol for updating and clearing outputs\n",
        "dynamically."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "u6-xjyyhPyV3"
      },
      "source": [
        "## Grid"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "tj7G2xLCSAfE"
      },
      "source": [
        "### Example"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "P6xc9QVFSlrw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 97
        },
        "outputId": "62a7ec32-d809-472e-de55-200880d8790c"
      },
      "source": [
        "from google.colab import widgets\n",
        "\n",
        "print(\"I am the first print statement of the cell\")\n",
        "\n",
        "# Now we can create a grid, optional header_row and header_column\n",
        "# control whether we want header elements in the grid\n",
        "grid = widgets.Grid(2, 2, header_row=True, header_column=True)\n",
        "with grid.output_to(1, 1):\n",
        "  print(\"Bye grid\")\n",
        "\n",
        "# Note we can output to arbitrary cell, not necessarily in order\n",
        "with grid.output_to(0, 0):\n",
        "  print(\"Hello grid\")\n",
        "\n",
        "print(\"Now we are outside\")\n",
        "\n",
        "with grid.output_to(1, 0):\n",
        "  print(\"Back inside!\")\n",
        "\n",
        "# Any output can be printed to individual cells, not just print statements."
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "I am the first print statement of the cell\n"
          ],
          "name": "stdout"
        },
        {
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            "application/javascript": [
              "window[\"81051706-2201-11ea-9554-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6cb79a0781"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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            "tags": [
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              "outputarea_id2"
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            "application/javascript": [
              "window[\"81071e18-2201-11ea-ab60-02421cceb864\"] = document.querySelector(\"#id2-1-1\");\n",
              "//# sourceURL=js_0724e0faa2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
              "id2-1-1",
              "outputarea_id2"
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81078006-2201-11ea-a180-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"81071e18-2201-11ea-ab60-02421cceb864\"]);\n",
              "//# sourceURL=js_3e07b04e00"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-1-1",
              "outputarea_id2"
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "Bye grid\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81092970-2201-11ea-a26c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"81051706-2201-11ea-9554-02421cceb864\"]);\n",
              "//# sourceURL=js_28e86024e3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-1-1",
              "outputarea_id2"
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          "data": {
            "application/javascript": [
              "window[\"810b237a-2201-11ea-9590-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c85d5c8b16"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-0-0",
              "outputarea_id2"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"810bc18c-2201-11ea-a7d0-02421cceb864\"] = document.querySelector(\"#id2-0-0\");\n",
              "//# sourceURL=js_ed1d7a062a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-0-0",
              "outputarea_id2"
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          }
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"810c4586-2201-11ea-9579-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"810bc18c-2201-11ea-a7d0-02421cceb864\"]);\n",
              "//# sourceURL=js_1f0b42408f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-0-0",
              "outputarea_id2"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Hello grid\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"810dfaf4-2201-11ea-b156-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"810b237a-2201-11ea-9590-02421cceb864\"]);\n",
              "//# sourceURL=js_5f6bd9fe3b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-0-0",
              "outputarea_id2"
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        },
        {
          "output_type": "stream",
          "text": [
            "Now we are outside\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81105c92-2201-11ea-9a8e-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_df0092ab1b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-1-0",
              "outputarea_id2"
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          }
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8110c794-2201-11ea-9a11-02421cceb864\"] = document.querySelector(\"#id2-1-0\");\n",
              "//# sourceURL=js_b6657dc7ab"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-1-0",
              "outputarea_id2"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81110a9c-2201-11ea-aa2e-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8110c794-2201-11ea-9a11-02421cceb864\"]);\n",
              "//# sourceURL=js_bacd620977"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id2-1-0",
              "outputarea_id2"
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "Back inside!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81126014-2201-11ea-9276-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"81105c92-2201-11ea-9a8e-02421cceb864\"]);\n",
              "//# sourceURL=js_50bbca48fc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "cl6RvxyQ2UMI"
      },
      "source": [
        "### Dynamic data population\n",
        "\n",
        "Individual cells can be cleared as new data arrives."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "Kg9nhvPp3SPe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "outputId": "a5628118-0df4-49cc-f37c-8eff0d15afaa"
      },
      "source": [
        "import numpy as np\n",
        "import random\n",
        "import time\n",
        "from matplotlib import pylab\n",
        "grid = widgets.Grid(2, 2)\n",
        "for i in range(20):\n",
        "  with grid.output_to(random.randint(0, 1), random.randint(0, 1)):\n",
        "    grid.clear_cell()\n",
        "    pylab.figure(figsize=(2, 2))\n",
        "    pylab.plot(np.random.random((10, 1)))\n",
        "  time.sleep(0.5)"
      ],
      "execution_count": null,
      "outputs": [
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              "//# sourceURL=js_80cd0871bc"
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              "//# sourceURL=js_a30358836e"
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              "//# sourceURL=js_ff56446eda"
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              "//# sourceURL=js_3f0691d899"
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              "//# sourceURL=js_305c909bde"
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              "//# sourceURL=js_3d82c4c7a0"
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              "//# sourceURL=js_46a2c2c395"
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              "//# sourceURL=js_249cd7f473"
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              "window[\"82522298-2201-11ea-a1b1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"82516b92-2201-11ea-aa58-02421cceb864\"]);\n",
              "//# sourceURL=js_b027807405"
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              "//# sourceURL=js_a432194920"
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            "application/javascript": [
              "window[\"82c0d242-2201-11ea-b9f4-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6e63dba1df"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"82c118de-2201-11ea-8047-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_bf227187de"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"82c1572c-2201-11ea-ac49-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"82c118de-2201-11ea-8047-02421cceb864\"]);\n",
              "//# sourceURL=js_7dc4ad6532"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"82d48850-2201-11ea-bf7c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"82c0d242-2201-11ea-b9f4-02421cceb864\"]);\n",
              "//# sourceURL=js_cd16b7a59c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83234f94-2201-11ea-b0e8-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c0840f87fc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83239f46-2201-11ea-8532-02421cceb864\"] = document.querySelector(\"#id6-1-0\");\n",
              "//# sourceURL=js_8e783de733"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83240568-2201-11ea-8f09-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"83239f46-2201-11ea-8532-02421cceb864\"]);\n",
              "//# sourceURL=js_8cffdbf578"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8338124a-2201-11ea-8ec5-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"83234f94-2201-11ea-b0e8-02421cceb864\"]);\n",
              "//# sourceURL=js_0097025718"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8386ec08-2201-11ea-b560-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_df55179aae"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83875dd0-2201-11ea-9004-02421cceb864\"] = document.querySelector(\"#id6-0-0\");\n",
              "//# sourceURL=js_5336613e47"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8387d882-2201-11ea-a20b-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"83875dd0-2201-11ea-9004-02421cceb864\"]);\n",
              "//# sourceURL=js_45d6981694"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"839ba1a4-2201-11ea-9e84-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8386ec08-2201-11ea-b560-02421cceb864\"]);\n",
              "//# sourceURL=js_cf0d5092ec"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83ea3ce8-2201-11ea-afd5-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_25b2743485"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83eb1878-2201-11ea-86e4-02421cceb864\"] = document.querySelector(\"#id6-0-0\");\n",
              "//# sourceURL=js_62f2315244"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"83eb8de8-2201-11ea-83a9-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"83eb1878-2201-11ea-86e4-02421cceb864\"]);\n",
              "//# sourceURL=js_869b7e6466"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8400d490-2201-11ea-ae98-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"83ea3ce8-2201-11ea-afd5-02421cceb864\"]);\n",
              "//# sourceURL=js_5d0f0987c0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"844f5402-2201-11ea-9e19-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_eefd0f1eb9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"844ff21c-2201-11ea-ae27-02421cceb864\"] = document.querySelector(\"#id6-1-1\");\n",
              "//# sourceURL=js_fdc16f2a54"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"84509a1a-2201-11ea-9cb1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"844ff21c-2201-11ea-ae27-02421cceb864\"]);\n",
              "//# sourceURL=js_fb37bdd69a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8464ee5c-2201-11ea-aa99-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"844f5402-2201-11ea-9e19-02421cceb864\"]);\n",
              "//# sourceURL=js_5cb9e298b1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"84b376ec-2201-11ea-823f-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_d731274c98"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"84b3f452-2201-11ea-b5bb-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_cd3bedfafc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"84b466e2-2201-11ea-a6de-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"84b3f452-2201-11ea-b5bb-02421cceb864\"]);\n",
              "//# sourceURL=js_e743d8bc4d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"84caff42-2201-11ea-ad04-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"84b376ec-2201-11ea-823f-02421cceb864\"]);\n",
              "//# sourceURL=js_e795f97a86"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8519f1d4-2201-11ea-baba-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_989b46695d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"851a5d6e-2201-11ea-b802-02421cceb864\"] = document.querySelector(\"#id6-1-0\");\n",
              "//# sourceURL=js_a16c1666e3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"851accc8-2201-11ea-a435-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"851a5d6e-2201-11ea-b802-02421cceb864\"]);\n",
              "//# sourceURL=js_d67a315731"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8534c380-2201-11ea-aff0-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8519f1d4-2201-11ea-baba-02421cceb864\"]);\n",
              "//# sourceURL=js_6955b365a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85838ce8-2201-11ea-8b25-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_d479745cb6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85840648-2201-11ea-9d24-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_67de0c5f24"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"858490d4-2201-11ea-afa3-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"85840648-2201-11ea-9d24-02421cceb864\"]);\n",
              "//# sourceURL=js_7c2e2fb1f9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8599bb94-2201-11ea-8f64-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"85838ce8-2201-11ea-8b25-02421cceb864\"]);\n",
              "//# sourceURL=js_ca0f474646"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85e83e80-2201-11ea-a5ad-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_34f266617c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85e8cf3e-2201-11ea-8f22-02421cceb864\"] = document.querySelector(\"#id6-1-0\");\n",
              "//# sourceURL=js_7d0574e6af"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85e965ee-2201-11ea-ba71-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"85e8cf3e-2201-11ea-8f22-02421cceb864\"]);\n",
              "//# sourceURL=js_a1b9b82751"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85fe598a-2201-11ea-96f9-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"85e83e80-2201-11ea-a5ad-02421cceb864\"]);\n",
              "//# sourceURL=js_b8748c27e5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"864dbfbe-2201-11ea-86e9-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_164df2fdad"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"864e80e2-2201-11ea-ad0e-02421cceb864\"] = document.querySelector(\"#id6-1-0\");\n",
              "//# sourceURL=js_f33a2cdb34"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"864f1180-2201-11ea-8710-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"864e80e2-2201-11ea-ad0e-02421cceb864\"]);\n",
              "//# sourceURL=js_dd772a53d9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8664339c-2201-11ea-a687-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"864dbfbe-2201-11ea-86e9-02421cceb864\"]);\n",
              "//# sourceURL=js_fdf0a623a7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86b2c814-2201-11ea-b567-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_1337a4628d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86b3561e-2201-11ea-aa55-02421cceb864\"] = document.querySelector(\"#id6-1-0\");\n",
              "//# sourceURL=js_264c6aa129"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86b40826-2201-11ea-93da-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"86b3561e-2201-11ea-aa55-02421cceb864\"]);\n",
              "//# sourceURL=js_d22e1614df"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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z+U9hCvMsrK906JIjJaXE4zMuSg5KUFETLvPzuWd+P2pfWw+ltmyWFkY3UmypK+V05xAt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\nV5SgFLqiBKXQFSUoha78P58HPQhf32HIAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86c7cda8-2201-11ea-b3df-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"86b2c814-2201-11ea-b567-02421cceb864\"]);\n",
              "//# sourceURL=js_7a653cbd79"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8716b850-2201-11ea-9c68-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_853ef22c46"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"87172666-2201-11ea-ba7b-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_97fb8d2c08"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8717bc40-2201-11ea-b641-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"87172666-2201-11ea-ba7b-02421cceb864\"]);\n",
              "//# sourceURL=js_47e5360f95"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"872c5d58-2201-11ea-aa5b-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8716b850-2201-11ea-9c68-02421cceb864\"]);\n",
              "//# sourceURL=js_146b22d230"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"877b1bee-2201-11ea-88a9-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b6dd28483e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"877bbee2-2201-11ea-845b-02421cceb864\"] = document.querySelector(\"#id6-1-1\");\n",
              "//# sourceURL=js_c38f3cf120"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"877c3d14-2201-11ea-bff8-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"877bbee2-2201-11ea-845b-02421cceb864\"]);\n",
              "//# sourceURL=js_8de2faa38b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vs5d/+t0WyvKn8MsbzsRuEyDiTh/71iI+2tXB4+9sN81WU3ajEpEzgWeIiCltdvNMJ249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\ntKA0pvL/L4IdsiJcZHgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"878fdf70-2201-11ea-8c97-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"877b1bee-2201-11ea-88a9-02421cceb864\"]);\n",
              "//# sourceURL=js_7949eacdea"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-1-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"87ded7e2-2201-11ea-89a6-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b6661fbf5e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"87df663e-2201-11ea-b3c2-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_fa9a0015f8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"87dff3d8-2201-11ea-806c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"87df663e-2201-11ea-b3c2-02421cceb864\"]);\n",
              "//# sourceURL=js_836e107b2b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"87f3f0c2-2201-11ea-8799-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"87ded7e2-2201-11ea-89a6-02421cceb864\"]);\n",
              "//# sourceURL=js_a695a9e0da"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"884295b8-2201-11ea-930d-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_11490fdd0a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"88433a3e-2201-11ea-9fe0-02421cceb864\"] = document.querySelector(\"#id6-0-0\");\n",
              "//# sourceURL=js_7c44158392"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8843b3b4-2201-11ea-832c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"88433a3e-2201-11ea-9fe0-02421cceb864\"]);\n",
              "//# sourceURL=js_66c63b9af0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8858721a-2201-11ea-9de9-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"884295b8-2201-11ea-930d-02421cceb864\"]);\n",
              "//# sourceURL=js_b5ea012a4f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-0",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"88a6fcec-2201-11ea-9b70-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_448e33a4e7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"88a79264-2201-11ea-9d2f-02421cceb864\"] = document.querySelector(\"#id6-0-1\");\n",
              "//# sourceURL=js_45a6e0f125"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"88a8498a-2201-11ea-a1cc-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"88a79264-2201-11ea-9d2f-02421cceb864\"]);\n",
              "//# sourceURL=js_c5ce3cb8cf"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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IoXeCHBLUobN9VJYWcGvV9TstFlkt7NtayaGzfUxML36Qcyopl/lojC5nmZ4J63YOSkGJ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\nhqAMVMUQlIGq/D+d+U0nbFYVegAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"88bc59d2-2201-11ea-9ed0-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"88a6fcec-2201-11ea-9b70-02421cceb864\"]);\n",
              "//# sourceURL=js_8303af8e77"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id6-0-1",
              "outputarea_id6"
            ]
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "QKk_E6-QRVPW"
      },
      "source": [
        "## Tabbar\n",
        "\n",
        "TabBar provides a tabbed UI that shows one group of outputs among several while\n",
        "hiding the rest. All outputs can be sent to tabs: simple print()s, matplotlib\n",
        "plots, or any of the rich interactive libraries' outputs."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "AwzCXwSU7Oec"
      },
      "source": [
        "### Example"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "WUWQJqKwrwg5",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/tabbar.css": {
              "data": "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",
              "headers": [
                [
                  "content-length",
                  "1394"
                ],
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "ok": true,
              "status": 200,
              "status_text": "OK"
            },
            "http://localhost:8080/nbextensions/google.colab/tabbar_main.min.js": {
              "data": "// clang-format off
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S.prototype.Ea=function(a){Cd(this,a)};var T=function(){};n(T,M);da(T);T.prototype.a=function(){return"goog-tab"};T.prototype.h=function(){return"tab"};T.prototype.c=function(a){var b=T.i.c.call(this,a);(a=a.Pa)&&b&&(b.title=a||"");return b};T.prototype.g=function(a,b){b=T.i.g.call(this,a,b);var c=b.title||"";c&&(a.Pa=c);a.o&8&&(c=a.b)&&ia(c.G)&&(Q(a,8,!1),c.G(a));return b};var Jd=function(a,b,c){N.call(this,a,b||T.R(),c);td(this,8,!0);this.K|=9};n(Jd,N);Vc("goog-tab",function(){return new Jd(null)});var U=function(){this.h="tablist"};n(U,Xc);da(U);U.prototype.b=function(){return"goog-tab-bar"};U.prototype.g=function(a,b,c){this.j||(this.a||Kd(this),this.j=sa(this.a));var d=this.j[b];d?(ad(a,Ld(d)),a.B=d):U.i.g.call(this,a,b,c)};U.prototype.c=function(a){var b=U.i.c.call(this,a);this.a||Kd(this);b.push(this.a[a.B]);return b};var Kd=function(a){var b=a.b();a.a={top:b+"-top",bottom:b+"-bottom",start:b+"-start",end:b+"-end"}};var V=function(a,b,c){a=a||"top";ad(this,Ld(a));this.B=a;S.call(this,this.H,b||U.R(),c);Md(this)};n(V,S);h=V.prototype;h.C=null;h.D=function(){V.i.D.call(this);Md(this)};h.u=function(){V.i.u.call(this);this.C=null};h.Ea=function(a){V.i.Ea.call(this,a);this.G(L(this,a))};h.G=function(a){a?rd(a,!0):this.C&&rd(this.C,!1)};
var Nd=function(a,b){if(b&&b==a.C){for(var c=Tc(a,b),d=c-1;b=L(a,d);d--){var e=b;if(e.isVisible()&&e.isEnabled()){a.G(b);return}}for(c+=1;b=L(a,c);c++)if(d=b,d.isVisible()&&d.isEnabled()){a.G(b);return}a.G(null)}};h=V.prototype;h.ab=function(a){this.C&&this.C!=a.target&&rd(this.C,!1);this.C=a.target};h.bb=function(a){a.target==this.C&&(this.C=null)};h.Za=function(a){Nd(this,a.target)};h.$a=function(a){Nd(this,a.target)};h.Ha=function(){L(this,this.l)||Cd(this,Tc(this,this.C||L(this,0)))};
var Md=function(a){H(H(H(H(Oc(a),a,"select",a.ab),a,"unselect",a.bb),a,"disable",a.Za),a,"hide",a.$a)},Ld=function(a){return"start"==a||"end"==a?"vertical":"horizontal"};Vc("goog-tab-bar",function(){return new V});function Od(a){var b={top:"bottom",bottom:"top",start:"right",end:"left"}[a.location],c=a.elementId,d=document.createElement("style");d.textContent="\n    fieldset {\n      padding: 10px;\n      border: 1px solid #369;\n    }\n\n    #"+c+" .goog-tab-content {\n      min-height: 3em;\n      margin: 0;\n      border: "+a.border+" solid "+a.borderColor+";\n      border-top: 0;\n      height: "+a.contentHeight+";\n      padding: 4px 8px;\n      margin-right: 4px;\n      background: var(--colab-primary-surface-color);\n      overflow: auto;\n    }\n\n    #"+
c+" .goog-tab-bar-"+a.location+" .goog-tab-selected {\n      background-color: var(--colab-primary-surface-color);\n      border: 1px solid "+a.borderColor+";\n      border-"+b+": 0px;\n    }\n\n    #"+c+" .goog-tab-bar-"+a.location+" {\n      padding-"+a.location+": 5px !important;\n      border-"+b+": 1px solid "+a.borderColor+" !important;\n      background: var(--colab-primary-surface-color);\n    }\n\n    #"+c+" .goog-tab-bar {\n       margin: 0;\n       border: 0;\n       padding: 0;\n       list-style: none;\n       cursor: default;\n       outline: none;\n       background: var(--colab-primary-surface-color);\n       margin-right: 4px;\n      }\n\n     #"+
c+" .goog-tab {\n       position: relative;\n       padding: 4px 8px;\n       color: var(--colab-primary-text-color);\n       text-decoration: initial;\n       cursor: default;\n      }\n\n      #"+c+" .goog-tab-hover {\n        background-color: var(--colab-highlighted-surface-color);\n      }\n      ";return d}
var Pd=function(a){var b=a.elementId,c=a.tabNames,d=a.selectedIndex;"contentBorder"in a||(a.contentBorder="0px");"contentHeight"in a||(a.contentHeight="initial");"borderColor"in a||(a.borderColor="var(--colab-border-color)");a.location||(a.location="top");var e=document.querySelector("#"+b),f=document.createElement("div");f.classList.add("goog-tab-bar");var g=a.location;f.classList.add("goog-tab-bar-"+g);for(var k=[],p=ba(c),w=p.next();!w.done;w=p.next()){w=w.value;var B=document.createElement("div");
B.classList.add("goog-tab");B.textContent=w;f.appendChild(B);k.push(B)}"bottom"!=g&&e.appendChild(f);p=null;if("top"==g||"bottom"==g)p=document.createElement("div"),p.classList.add("goog-tab-bar-clear");"top"==g&&p&&e.appendChild(p);B=document.createElement("div");B.classList.add("goog-tab-content");var ra=[];c=ba(c);for(w=c.next();!w.done;w=c.next())w=document.createElement("div"),w.id=e.id+"_content_"+ra.length,w.style.display="none",B.appendChild(w),ra.push(w);e.appendChild(B);"bottom"==g&&(p&&
e.appendChild(p),e.appendChild(f));var X=new V(g);Pc(X,f);var Y=-1;dc(X,"select",function(Z){Z=k.indexOf(Z.target.f());Z!=Y&&(0<=Y&&Y<ra.length&&(ra[Y].style.display="none",Y=-1),0<=Z&&Z<ra.length&&(Y=Z,ra[Y].style.display="inline",window.dispatchEvent(new Event("resize")),google.colab.output.resizeIframeToContent()),X.G(L(X,Y)))});X.G(L(X,d));window[b]={setSelectedTabIndex:function(Z){X.G(L(X,Z))}};document.head.appendChild(Od(a))},Qd=["colab_lib","createTabBar"],W=l;
Qd[0]in W||"undefined"==typeof W.execScript||W.execScript("var "+Qd[0]);for(var Rd;Qd.length&&(Rd=Qd.shift());)Qd.length||void 0===Pd?W[Rd]&&W[Rd]!==Object.prototype[Rd]?W=W[Rd]:W=W[Rd]={}:W[Rd]=Pd;}).call(this);
// clang-format on
",
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "ok": true,
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 291
        },
        "outputId": "6d3eb0d0-17de-4161-e8e0-7a9694870cb7"
      },
      "source": [
        "from __future__ import print_function\n",
        "\n",
        "from google.colab import widgets\n",
        "from google.colab import output\n",
        "from matplotlib import pylab\n",
        "from six.moves import zip\n",
        "\n",
        "\n",
        "def create_tab(location):\n",
        "  tb = widgets.TabBar(['a', 'b'], location=location)\n",
        "  with tb.output_to('a'):\n",
        "    pylab.figure(figsize=(3, 3))\n",
        "    pylab.plot([1, 2, 3])\n",
        "  # Note you can access tab by its name (if they are unique), or\n",
        "  # by its index.\n",
        "  with tb.output_to(1):\n",
        "    pylab.figure(figsize=(3, 3))\n",
        "    pylab.plot([3, 2, 3])\n",
        "    pylab.show()\n",
        "\n",
        "\n",
        "print('Different orientations for tabs')\n",
        "\n",
        "positions = ['start', 'bottom', 'end', 'top']\n",
        "\n",
        "for p, _ in zip(positions, widgets.Grid(1, 4)):\n",
        "  print('---- %s ---' % p)\n",
        "  create_tab(p)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Different orientations for tabs\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style>\n",
              "       table#id8, #id8 > tbody > tr > th, #id8 > tbody > tr > td {\n",
              "         border: 1px solid lightgray;\n",
              "         border-collapse:collapse;\n",
              "         \n",
              "        }</style>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table id=id8><tr><td id=id8-0-0></td><td id=id8-0-1></td><td id=id8-0-2></td><td id=id8-0-3></td></tr></table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"891d9a3e-2201-11ea-9204-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_ed53daeb4b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"891e08de-2201-11ea-82ed-02421cceb864\"] = document.querySelector(\"#id8-0-0\");\n",
              "//# sourceURL=js_eb076f9be4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"891e6552-2201-11ea-8bcd-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"891e08de-2201-11ea-82ed-02421cceb864\"]);\n",
              "//# sourceURL=js_cea5de5da5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "---- start ---\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"id9\"></div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8921259e-2201-11ea-a20c-02421cceb864\"] = colab_lib.createTabBar({\"location\": \"start\", \"elementId\": \"id9\", \"tabNames\": [\"a\", \"b\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_38b1062f21"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89218890-2201-11ea-804a-02421cceb864\"] = window[\"id9\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_b62675dd69"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"892314c8-2201-11ea-9258-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_15bd3c1515"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8923817a-2201-11ea-9f18-02421cceb864\"] = document.querySelector(\"#id9_content_0\");\n",
              "//# sourceURL=js_aee362ca95"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8923dd54-2201-11ea-9bc1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8923817a-2201-11ea-9f18-02421cceb864\"]);\n",
              "//# sourceURL=js_09fed6a173"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"892430de-2201-11ea-85e4-02421cceb864\"] = window[\"id9\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_87f5cc98db"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2xgwA3gZWV7ahvxbVLvxiPz9bncU9vVozb4oWwga7aofGGJNvjLngWl4PhIhIwNz4Pvez\nvby6LpuRfdvw54lDqFdHAxPsqh0aEWnjKrNFRMJdz5lb3ee1g7c+2cNvN+zk/gHteHv8IOrW0Sv0\nyo2rZyKSAAwDWorIYeBlIASulNSOBR4XkRLgEjDO1cHpt4wxvL5xN29/msODg9rzh4cHaCGsusKd\notrx11n/Ds5L0gHBGMNvP9rJXz7bx6NhHfn1g/00MOpr9BLQVYwxvLoum0WbD2iDsqqUhsalrMww\nZ00Wy5K+ZMbtXfjZ6F7ab6kqpKHBWQj7wofbSEw9xKxvdeX5EdqgrCoX9KEpLTP85INMPtxyhKfu\n7s6z2qCsriOoQ1PsalBem3mUH917M09qg7JyQ9CGpqikjKcStvDR9uP838iezNIGZeWmoAzN1Q3K\nc0b3ZoY2KCsPBF1ovtag/L2+TI7sbPVIys8EVWgKikqIWZLKv/fm8ruH+vHordqgrDwXNKG54GpQ\nTj1whtceHsCDg7VBWVVNUIQmv7CYaQuTyTycx5vjBvHAgHZWj6T8WMCHJq+gmCkLHWw/mq8Nysor\nAjo0Zy4WMdnVoDx30hDu0QZl5QUBG5qvGpT3a4Oy8rKADM3XGpSn3crt3QPmRlJlAwEXGm1QVjUt\noELzVYPy2YtFLI0KZ0hnbVBW3hcwoTmYe5EJsY4rDcoDtEFZ1ZCACM3eUxeYGOvgsjYoKx/w+9Ds\nOeFsUDbGkDAzkp5ttEFZ1Sy/Ds2OY/lMmu9sUE6I0QZl5Rt++0VeWUfyGB+bREjtWiRq5bjyIb88\n0mQcOseUBQ4a13cWwnZqoYWwynf8LjSpB84wbVEKN95Ql/iYCG1QVj7nV6dnSftymbIwmdaN65E4\nSyvHlTX85kjzxZ7TRC9JoWPzhiyPjqB1k/pWj6SClF+EZpOrQbmrNigrG7B9aDZmn2C2NigrG/FG\nUa2IyFsikiMiW0VksLeG27DtGI8vS6NXuybaoKxsw50LAXHAiGusHwn0cD1mAu9Vfyz4W8aRKw3K\ny6LCtUFZ2YY3imrHAEuMUxLQTESqdU/xyrTDPJuYQVjn5iyZEU7j+hoYZR/euOTcHjh01c+HXb/7\nBneKavMKivnFumxu69aSuOnh3KANyspmfPo30hgzD5gHEBYWVmFbWtOGIbw/ayidWzTUQlhlS94I\nzRGg41U/d3D9rspuaaOfI1P25Y3TszXAFNdVtEggzxhzzAvPq5QteaOodj0wCsgBCoDpNTWsUnbg\njaJaA8z22kRK2ZxffWBTKTvQ0CjlIXGeXVmwY5FTwMFrbNISOO2jcTyhc3nGX+fqbIxpVdEKy0Jz\nPSKSaowJs3qO8nQuzwTiXHp6ppSHNDRKecjOoZln9QCV0Lk8E3Bz2fY9jVJ2ZecjjVK2ZHloRGSE\niOxy3fn5fAXr64lIomu9Q0RCbTLXNBE5JSIZrke0D2ay7C7aas41TETyrnqt5vhoro4isklEskVk\nu4g8XcE2nr9mxhjLHkBtYC/QFagLZAK9y23zBDDXtTwOSLTJXNOAd3z8et0FDAayKlk/CtgACBAJ\nOGwy1zBgnQV/v9oCg13LjYHdFfx/9Pg1s/pIEw7kGGP2GWOKgBU47wS92hhgsWt5JTBcRMQGc/mc\nseAuWi/NZQljzDFjTLpr+Tywg2/eIOnxa2Z1aNy56/PKNsaYEiAPqOl6M3fvRn3IdUhfKSIdK1jv\na27fRWuBoSKSKSIbRKSPr3fuOq0fBDjKrfL4NbM6NP5sLRBqjOkPbOR/R0P1Tek4P5YyAHgbWO3L\nnYtII2AV8IwxJr+6z2d1aNy56/PKNiJSB2gK5Fo9lzEm1xhz2fXjfGBIDc/kDq/fResNxph8Y8wF\n1/J6IEREfNIeLCIhOAOz3BjzYQWbePyaWR2aFKCHiHQRkbo43+ivKbfNGmCqa3ks8KlxvYOzcq5y\n570P4Dxftpot76IVkTZfvQ8VkXCcf+9q+h8+XPtcAOwwxrxeyWaev2a+vqJRwRWOUTivauwFXnT9\n7lXgAddyfeADnHeGJgNdbTLXb4DtOK+sbQJ6+mCmBOAYUIzz3DsKeAx4zLVegHddM28Dwnz0Wl1v\nrh9c9VolAbf5aK47AANsBTJcj1HVfc30EwFKecjq0zOl/I6GRikPaWiU8pCGRikPaWiU8pCGRikP\naWiU8pCGRikP/RfTSxKqsJZjNAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"893a7774-2201-11ea-b10e-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"892314c8-2201-11ea-9258-02421cceb864\"]);\n",
              "//# sourceURL=js_f60d3e2437"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_0",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"893c759e-2201-11ea-915e-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_bf3511be41"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"893ccab4-2201-11ea-a59a-02421cceb864\"] = document.querySelector(\"#id9_content_1\");\n",
              "//# sourceURL=js_f32b0d5c6e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"893d230c-2201-11ea-a7b6-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"893ccab4-2201-11ea-a59a-02421cceb864\"]);\n",
              "//# sourceURL=js_a8e99a02a7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"893d97e6-2201-11ea-a5ae-02421cceb864\"] = window[\"id9\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_b5924e33bc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TobGBp6X0tqiulV1nq/Uex7C2Hyimu9dY5bJaUqGx0f0TohkfM4Itear0diBXm27x22MV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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8955ed14-2201-11ea-9862-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"893c759e-2201-11ea-915e-02421cceb864\"]);\n",
              "//# sourceURL=js_17c52368d6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "id9_content_1",
              "outputarea_id8",
              "outputarea_id9",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8957a4fe-2201-11ea-9d6f-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"891d9a3e-2201-11ea-9204-02421cceb864\"]);\n",
              "//# sourceURL=js_224989ebb1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-0",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8959cab4-2201-11ea-9327-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c1a6fc2bb4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895a30ac-2201-11ea-8252-02421cceb864\"] = document.querySelector(\"#id8-0-1\");\n",
              "//# sourceURL=js_8471e62fc3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895aa8a4-2201-11ea-8ddd-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"895a30ac-2201-11ea-8252-02421cceb864\"]);\n",
              "//# sourceURL=js_384bbc605f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "---- bottom ---\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"id10\"></div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895cd4cc-2201-11ea-ab5e-02421cceb864\"] = colab_lib.createTabBar({\"location\": \"bottom\", \"elementId\": \"id10\", \"tabNames\": [\"a\", \"b\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_fd6cb2eea6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895d373a-2201-11ea-a0f6-02421cceb864\"] = window[\"id10\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_b5273df841"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895ee76c-2201-11ea-8496-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_9e34ad173e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895f3750-2201-11ea-851b-02421cceb864\"] = document.querySelector(\"#id10_content_0\");\n",
              "//# sourceURL=js_2e680c65e1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895f81b4-2201-11ea-8b8f-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"895f3750-2201-11ea-851b-02421cceb864\"]);\n",
              "//# sourceURL=js_5b6b444535"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"895fd8ee-2201-11ea-81a5-02421cceb864\"] = window[\"id10\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_c5248d9b5e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2xgwA3gZWV7ahvxbVLvxiPz9bncU9vVozb4oWwga7aofGGJNvjLngWl4PhIhIwNz4Pvez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\naWiU8pCGRikP/RfTSxKqsJZjNAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8977b0b4-2201-11ea-928d-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"895ee76c-2201-11ea-8496-02421cceb864\"]);\n",
              "//# sourceURL=js_a4d5b97d65"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_0",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89797ba6-2201-11ea-aba3-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_0ee9a80911"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8979f18c-2201-11ea-b58e-02421cceb864\"] = document.querySelector(\"#id10_content_1\");\n",
              "//# sourceURL=js_b4f35e8751"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"897a7826-2201-11ea-971e-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8979f18c-2201-11ea-b58e-02421cceb864\"]);\n",
              "//# sourceURL=js_01e600cc2f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"897ac2ae-2201-11ea-84d0-02421cceb864\"] = window[\"id10\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_20a7f6cd30"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TobGBp6X0tqiulV1nq/Uex7C2Hyimu9dY5bJaUqGx0f0TohkfM4Itear0diBXm27x22MV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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8992f3fe-2201-11ea-958c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89797ba6-2201-11ea-aba3-02421cceb864\"]);\n",
              "//# sourceURL=js_b33db66639"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id10_content_1",
              "id8-0-1",
              "outputarea_id10",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8993e510-2201-11ea-a808-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8959cab4-2201-11ea-9327-02421cceb864\"]);\n",
              "//# sourceURL=js_8b634081cb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-1",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89950652-2201-11ea-a3d8-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_537e799b4c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89953b0a-2201-11ea-883b-02421cceb864\"] = document.querySelector(\"#id8-0-2\");\n",
              "//# sourceURL=js_d174831120"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"899572fe-2201-11ea-adae-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89953b0a-2201-11ea-883b-02421cceb864\"]);\n",
              "//# sourceURL=js_1f039c4afa"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "---- end ---\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"id11\"></div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8997ed46-2201-11ea-ada7-02421cceb864\"] = colab_lib.createTabBar({\"location\": \"end\", \"elementId\": \"id11\", \"tabNames\": [\"a\", \"b\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_e9bbe1e37a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89985c12-2201-11ea-a313-02421cceb864\"] = window[\"id11\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_b0f862a5ec"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8999cb7e-2201-11ea-846f-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_af2d2bdd2e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"899a3be2-2201-11ea-b1d8-02421cceb864\"] = document.querySelector(\"#id11_content_0\");\n",
              "//# sourceURL=js_2ff338f6dd"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"899aa628-2201-11ea-9401-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"899a3be2-2201-11ea-b1d8-02421cceb864\"]);\n",
              "//# sourceURL=js_902cd18315"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"899b1062-2201-11ea-a4a5-02421cceb864\"] = window[\"id11\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_1d57bc6dc7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2xgwA3gZWV7ahvxbVLvxiPz9bncU9vVozb4oWwga7aofGGJNvjLngWl4PhIhIwNz4Pvez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\naWiU8pCGRikP/RfTSxKqsJZjNAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89b3027e-2201-11ea-9845-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8999cb7e-2201-11ea-846f-02421cceb864\"]);\n",
              "//# sourceURL=js_4a5d0498f7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_0",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89b5499a-2201-11ea-ae03-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_a045e52b20"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89b5a1f8-2201-11ea-8ea6-02421cceb864\"] = document.querySelector(\"#id11_content_1\");\n",
              "//# sourceURL=js_4e211b31c5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89b5f5d8-2201-11ea-a096-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89b5a1f8-2201-11ea-8ea6-02421cceb864\"]);\n",
              "//# sourceURL=js_34f0a158db"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89b649e2-2201-11ea-9aed-02421cceb864\"] = window[\"id11\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_ef30193cb7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TobGBp6X0tqiulV1nq/Uex7C2Hyimu9dY5bJaUqGx0f0TohkfM4Itear0diBXm27x22MV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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89cebdf0-2201-11ea-92b4-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89b5499a-2201-11ea-ae03-02421cceb864\"]);\n",
              "//# sourceURL=js_aea5ee78f3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id11_content_1",
              "id8-0-2",
              "outputarea_id11",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d06636-2201-11ea-9b00-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89950652-2201-11ea-a3d8-02421cceb864\"]);\n",
              "//# sourceURL=js_ec20a6ca80"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-2",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d234ba-2201-11ea-9405-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_08ded85076"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d2edae-2201-11ea-b093-02421cceb864\"] = document.querySelector(\"#id8-0-3\");\n",
              "//# sourceURL=js_941da0aed3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d340ca-2201-11ea-a5f1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89d2edae-2201-11ea-b093-02421cceb864\"]);\n",
              "//# sourceURL=js_61fd11fc23"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id8"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "---- top ---\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"id12\"></div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d50f4a-2201-11ea-b87c-02421cceb864\"] = colab_lib.createTabBar({\"location\": \"top\", \"elementId\": \"id12\", \"tabNames\": [\"a\", \"b\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_70d17fdffb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d55778-2201-11ea-b302-02421cceb864\"] = window[\"id12\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_ca58206bbb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d6cab8-2201-11ea-8f96-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3ca78b2e4a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d717c8-2201-11ea-a4c2-02421cceb864\"] = document.querySelector(\"#id12_content_0\");\n",
              "//# sourceURL=js_47593d5e44"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d75f0c-2201-11ea-a03d-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89d717c8-2201-11ea-a4c2-02421cceb864\"]);\n",
              "//# sourceURL=js_f8dd2abaa9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89d7a0ee-2201-11ea-a005-02421cceb864\"] = window[\"id12\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_8b7096662e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2xgwA3gZWV7ahvxbVLvxiPz9bncU9vVozb4oWwga7aofGGJNvjLngWl4PhIhIwNz4Pvez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\naWiU8pCGRikP/RfTSxKqsJZjNAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89eebc40-2201-11ea-94ce-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89d6cab8-2201-11ea-8f96-02421cceb864\"]);\n",
              "//# sourceURL=js_e39e9125cb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_0",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89f09440-2201-11ea-aa7b-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_cfc6440177"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89f0ea80-2201-11ea-a1ac-02421cceb864\"] = document.querySelector(\"#id12_content_1\");\n",
              "//# sourceURL=js_1fc545dfd4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89f1400c-2201-11ea-92c6-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89f0ea80-2201-11ea-a1ac-02421cceb864\"]);\n",
              "//# sourceURL=js_25f1cdf5f3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"89f19e5e-2201-11ea-83e0-02421cceb864\"] = window[\"id12\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_461b129fe8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TobGBp6X0tqiulV1nq/Uex7C2Hyimu9dY5bJaUqGx0f0TohkfM4Itear0diBXm27x22MV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\nAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 216x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a09a666-2201-11ea-9fc7-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89f09440-2201-11ea-aa7b-02421cceb864\"]);\n",
              "//# sourceURL=js_3aeb8ea743"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id12_content_1",
              "id8-0-3",
              "outputarea_id12",
              "outputarea_id8",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a0abc26-2201-11ea-9d80-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"89d234ba-2201-11ea-9405-02421cceb864\"]);\n",
              "//# sourceURL=js_e9c61315a1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id8-0-3",
              "outputarea_id8"
            ]
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "dhyZBq9tkZSe"
      },
      "source": [
        "### TabBar.clear_tab\n",
        "\n",
        "Like Grid, Tabbar supports clearing individual tabs."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "z2_S6TRRkYh_",
        "colab": {
          "resources": {
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              "headers": [
                [
                  "content-length",
                  "1394"
                ],
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "ok": true,
              "status": 200,
              "status_text": "OK"
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",
              "headers": [
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                  "application/javascript"
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              "ok": true,
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            }
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          "base_uri": "https://localhost:8080/",
          "height": 99
        },
        "outputId": "800fb189-3457-4f08-9de9-264f4bab3e76"
      },
      "source": [
        "t = widgets.TabBar([\"hi\", \"bye\"])\n",
        "with t.output_to(0):\n",
        "  print(\"I am temporary\")\n",
        "  t.clear_tab()  # clears current\n",
        "  print(\"I am permanent\")\n",
        "\n",
        "with t.output_to(1):\n",
        "  print(\"Me too temporary\")\n",
        "\n",
        "# Cler works outside of with statement\n",
        "t.clear_tab(1)\n",
        "\n",
        "with t.output_to(1):\n",
        "  print(\"1/2 Me is permanent\")\n",
        "with t.output_to(1):\n",
        "  print(\"2/2 Me too is permanent\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
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            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
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            "text/plain": [
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        {
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              "window[\"8a100fbe-2201-11ea-bad1-02421cceb864\"] = colab_lib.createTabBar({\"location\": \"top\", \"elementId\": \"id13\", \"tabNames\": [\"hi\", \"bye\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_7e6d813140"
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            "application/javascript": [
              "window[\"8a106b52-2201-11ea-aba9-02421cceb864\"] = window[\"id13\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_b1cf23dc3e"
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              "window[\"8a11c77a-2201-11ea-bdf8-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3d7aa3aa5a"
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              "window[\"8a121f22-2201-11ea-9980-02421cceb864\"] = document.querySelector(\"#id13_content_0\");\n",
              "//# sourceURL=js_901e76869d"
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            "text/plain": [
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              "window[\"8a12624c-2201-11ea-8214-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a121f22-2201-11ea-9980-02421cceb864\"]);\n",
              "//# sourceURL=js_46a9a39a77"
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            "text/plain": [
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          "metadata": {
            "tags": [
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a12add2-2201-11ea-a4ec-02421cceb864\"] = window[\"id13\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_9c823ff270"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
              "id13_content_0",
              "outputarea_id13"
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "I am permanent\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
            "application/javascript": [
              "window[\"8a146eb0-2201-11ea-9152-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a11c77a-2201-11ea-bdf8-02421cceb864\"]);\n",
              "//# sourceURL=js_ab3589209d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id13_content_0",
              "outputarea_id13"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a1add3a-2201-11ea-8297-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c4983fe0ab"
            ],
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              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
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          }
        },
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          "output_type": "display_data",
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            "application/javascript": [
              "window[\"8a1b279c-2201-11ea-a024-02421cceb864\"] = document.querySelector(\"#id13_content_1\");\n",
              "//# sourceURL=js_5895c2a949"
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            "text/plain": [
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          "metadata": {
            "tags": [
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a1baa94-2201-11ea-9194-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a1b279c-2201-11ea-a024-02421cceb864\"]);\n",
              "//# sourceURL=js_c21645441d"
            ],
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              "<IPython.core.display.Javascript object>"
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          "metadata": {
            "tags": [
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          }
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          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a1c104a-2201-11ea-9f20-02421cceb864\"] = window[\"id13\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_1893373269"
            ],
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              "<IPython.core.display.Javascript object>"
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          "metadata": {
            "tags": [
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          "text": [
            "1/2 Me is permanent\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
            "application/javascript": [
              "window[\"8a1d73e4-2201-11ea-8b12-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a1add3a-2201-11ea-8297-02421cceb864\"]);\n",
              "//# sourceURL=js_9fba5ceffb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
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        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a1f8622-2201-11ea-a84d-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_80723640fb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
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              "outputarea_id13"
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        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a1fe012-2201-11ea-b879-02421cceb864\"] = document.querySelector(\"#id13_content_1\");\n",
              "//# sourceURL=js_7f50a0f47c"
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            "text/plain": [
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          "metadata": {
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          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a204034-2201-11ea-9c80-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a1fe012-2201-11ea-b879-02421cceb864\"]);\n",
              "//# sourceURL=js_a44baf1665"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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              "outputarea_id13"
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        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a209882-2201-11ea-a9b2-02421cceb864\"] = window[\"id13\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_0c7d9685fe"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
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          "data": {
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              "window[\"8a21d5ac-2201-11ea-a0a9-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a1f8622-2201-11ea-a84d-02421cceb864\"]);\n",
              "//# sourceURL=js_a20a75229e"
            ],
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              "<IPython.core.display.Javascript object>"
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          "metadata": {
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    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "BZa2t-U5gIAB"
      },
      "source": [
        "### Populating in the background\n",
        "\n",
        "Sometimes it is handy to display output into tabbar without actually switching\n",
        "to it. Remember that when the tabbar is rendered on notebook load, it will\n",
        "essentially replay all the outputs of each tab, so if there many tabs it will\n",
        "visibly switch among them. To avoid this, provide the optional `select` flag to\n",
        "`output_to`.\n",
        "\n",
        "```python\n",
        "tb = TabBar(['foreground', 'background'])\n",
        "with tb.output_to('background', select=False)\n",
        "  ... # output goes here\n",
        "```\n",
        "\n",
        "Actual example:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ICzrI2eUgHJn",
        "colab": {
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S.prototype.Ea=function(a){Cd(this,a)};var T=function(){};n(T,M);da(T);T.prototype.a=function(){return"goog-tab"};T.prototype.h=function(){return"tab"};T.prototype.c=function(a){var b=T.i.c.call(this,a);(a=a.Pa)&&b&&(b.title=a||"");return b};T.prototype.g=function(a,b){b=T.i.g.call(this,a,b);var c=b.title||"";c&&(a.Pa=c);a.o&8&&(c=a.b)&&ia(c.G)&&(Q(a,8,!1),c.G(a));return b};var Jd=function(a,b,c){N.call(this,a,b||T.R(),c);td(this,8,!0);this.K|=9};n(Jd,N);Vc("goog-tab",function(){return new Jd(null)});var U=function(){this.h="tablist"};n(U,Xc);da(U);U.prototype.b=function(){return"goog-tab-bar"};U.prototype.g=function(a,b,c){this.j||(this.a||Kd(this),this.j=sa(this.a));var d=this.j[b];d?(ad(a,Ld(d)),a.B=d):U.i.g.call(this,a,b,c)};U.prototype.c=function(a){var b=U.i.c.call(this,a);this.a||Kd(this);b.push(this.a[a.B]);return b};var Kd=function(a){var b=a.b();a.a={top:b+"-top",bottom:b+"-bottom",start:b+"-start",end:b+"-end"}};var V=function(a,b,c){a=a||"top";ad(this,Ld(a));this.B=a;S.call(this,this.H,b||U.R(),c);Md(this)};n(V,S);h=V.prototype;h.C=null;h.D=function(){V.i.D.call(this);Md(this)};h.u=function(){V.i.u.call(this);this.C=null};h.Ea=function(a){V.i.Ea.call(this,a);this.G(L(this,a))};h.G=function(a){a?rd(a,!0):this.C&&rd(this.C,!1)};
var Nd=function(a,b){if(b&&b==a.C){for(var c=Tc(a,b),d=c-1;b=L(a,d);d--){var e=b;if(e.isVisible()&&e.isEnabled()){a.G(b);return}}for(c+=1;b=L(a,c);c++)if(d=b,d.isVisible()&&d.isEnabled()){a.G(b);return}a.G(null)}};h=V.prototype;h.ab=function(a){this.C&&this.C!=a.target&&rd(this.C,!1);this.C=a.target};h.bb=function(a){a.target==this.C&&(this.C=null)};h.Za=function(a){Nd(this,a.target)};h.$a=function(a){Nd(this,a.target)};h.Ha=function(){L(this,this.l)||Cd(this,Tc(this,this.C||L(this,0)))};
var Md=function(a){H(H(H(H(Oc(a),a,"select",a.ab),a,"unselect",a.bb),a,"disable",a.Za),a,"hide",a.$a)},Ld=function(a){return"start"==a||"end"==a?"vertical":"horizontal"};Vc("goog-tab-bar",function(){return new V});function Od(a){var b={top:"bottom",bottom:"top",start:"right",end:"left"}[a.location],c=a.elementId,d=document.createElement("style");d.textContent="\n    fieldset {\n      padding: 10px;\n      border: 1px solid #369;\n    }\n\n    #"+c+" .goog-tab-content {\n      min-height: 3em;\n      margin: 0;\n      border: "+a.border+" solid "+a.borderColor+";\n      border-top: 0;\n      height: "+a.contentHeight+";\n      padding: 4px 8px;\n      margin-right: 4px;\n      background: var(--colab-primary-surface-color);\n      overflow: auto;\n    }\n\n    #"+
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var Pd=function(a){var b=a.elementId,c=a.tabNames,d=a.selectedIndex;"contentBorder"in a||(a.contentBorder="0px");"contentHeight"in a||(a.contentHeight="initial");"borderColor"in a||(a.borderColor="var(--colab-border-color)");a.location||(a.location="top");var e=document.querySelector("#"+b),f=document.createElement("div");f.classList.add("goog-tab-bar");var g=a.location;f.classList.add("goog-tab-bar-"+g);for(var k=[],p=ba(c),w=p.next();!w.done;w=p.next()){w=w.value;var B=document.createElement("div");
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// clang-format on
",
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "ok": true,
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 305
        },
        "outputId": "30ea5d7e-1939-42db-8d12-f5e01ef36903"
      },
      "source": [
        "from matplotlib import pylab\n",
        "from google.colab import widgets\n",
        "tb = widgets.TabBar([str(i) for i in range(16)])\n",
        "for i in range(16):\n",
        "  # Only select the first 3 tabs, and render others in the background.\n",
        "  with tb.output_to(i, select=(i < 3)):\n",
        "    pylab.plot([1, i, 3])\n",
        "    pylab.show()"
      ],
      "execution_count": null,
      "outputs": [
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            "application/javascript": [
              "window[\"8a2825be-2201-11ea-95ac-02421cceb864\"] = window[\"id14\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_ffd33aaaa9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_0",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Doq0FNIiuww39O5KSnBjxLWC35h/muilpdGndhHfuHa4LyuJTGnIRn4uqY1zZ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\noIuIhIn/DzoACiPwf67hAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_0",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a4743ba-2201-11ea-94ee-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a274ef8-2201-11ea-9b5c-02421cceb864\"]);\n",
              "//# sourceURL=js_2fd2f3be49"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_0",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a4955fa-2201-11ea-9557-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f5d84393d1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a498e34-2201-11ea-9779-02421cceb864\"] = document.querySelector(\"#id14_content_1\");\n",
              "//# sourceURL=js_9c95422c6f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a49d308-2201-11ea-bd72-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a498e34-2201-11ea-9779-02421cceb864\"]);\n",
              "//# sourceURL=js_d96abbaaae"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a4a1176-2201-11ea-9711-02421cceb864\"] = window[\"id14\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_02d1bc8b92"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1bZTskESqpJOxIrXwqz8vonDNNp4dkU0PFSuTFKcjepEamj53PX/6x2puHNid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\nkTSnRC8ikuaU6EVE0pwSvYhImvv/cQg6IG84bWkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a6b50c2-2201-11ea-a16a-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a4955fa-2201-11ea-9557-02421cceb864\"]);\n",
              "//# sourceURL=js_943d042a70"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_1",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a6d9f94-2201-11ea-9a9c-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3f7b324f1b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a6dfcf4-2201-11ea-be1c-02421cceb864\"] = document.querySelector(\"#id14_content_2\");\n",
              "//# sourceURL=js_dfe74930f0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a6e4df8-2201-11ea-b6c3-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a6dfcf4-2201-11ea-be1c-02421cceb864\"]);\n",
              "//# sourceURL=js_0e940757f0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a6ea464-2201-11ea-9763-02421cceb864\"] = window[\"id14\"].setSelectedTabIndex(2);\n",
              "//# sourceURL=js_163b175ebe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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qq+X89Ytl1Khcged/fjKXn9xUTcgEiCDo3X0jsDG4n2lmi4BmQHrYMt+FrTKL0EXARaQY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\nInFOQS8iEuf+H9f/Z0k51GCkAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a8e8af0-2201-11ea-b38c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a6d9f94-2201-11ea-9a9c-02421cceb864\"]);\n",
              "//# sourceURL=js_698f2c33f5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_2",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a904406-2201-11ea-b90b-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_44589dddc8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_3",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a90907a-2201-11ea-a9c1-02421cceb864\"] = document.querySelector(\"#id14_content_3\");\n",
              "//# sourceURL=js_946b291795"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_3",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8a90df3e-2201-11ea-9804-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a90907a-2201-11ea-a9c1-02421cceb864\"]);\n",
              "//# sourceURL=js_e5cab99f71"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_3",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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lDjv2HuAfPxxA84YqViYimSstE/1DM5fy0fLN/PGKPpzUQcXKRCSzxTR1Y2YT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\ngg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_3",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab10c46-2201-11ea-9f1d-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8a904406-2201-11ea-b90b-02421cceb864\"]);\n",
              "//# sourceURL=js_1ab09f1930"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_3",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8abe707a-2201-11ea-8671-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b7dfa02df3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_4",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8abec42e-2201-11ea-abfd-02421cceb864\"] = document.querySelector(\"#id14_content_4\");\n",
              "//# sourceURL=js_39bee803e1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_4",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8abf239e-2201-11ea-9d44-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8abec42e-2201-11ea-abfd-02421cceb864\"]);\n",
              "//# sourceURL=js_ecd3a7ed88"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_4",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RCRxloBr4w4frWb79EM/dMpDz4hoHOhwRiXAaoZ+j91buYtrCbO5I6cSoPu0C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\nEZEw8f8BIt0Xl7jFBboAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_4",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ade923a-2201-11ea-a4d7-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8abe707a-2201-11ea-8671-02421cceb864\"]);\n",
              "//# sourceURL=js_b55dd1bfc1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_4",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8adff562-2201-11ea-a01a-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_8ad2d805b6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_5",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ae0252c-2201-11ea-843a-02421cceb864\"] = document.querySelector(\"#id14_content_5\");\n",
              "//# sourceURL=js_ca3ee31e2c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_5",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ae05c42-2201-11ea-b17c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8ae0252c-2201-11ea-843a-02421cceb864\"]);\n",
              "//# sourceURL=js_3c92936c6e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_5",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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W7+bBKRvZeVKbfbnKLV+HLiLvi0hv28vPgfIish8YDYxxRDjlPfaeucSY+fHcGVyW17tr\n0y1vVrFUINMGtmLKgFBOJ1+j96QN/GvFHm325QJi1Y50WFiYiYyMtGTZyrVSUjPoPWkDF69msHR4\nRyqV0j4tvuL85TQ+WLqL+dHHqVexBB8/0oxWtcpZHcujiUiUMSYsr3n6TVHlVMYY/jw/jsNnLzPx\n8ZZazH1M2eKF+VffEL56rjVX0zJ5dNqvvLtoB5dTtdmXM2hBV0715abDLI07xZ+6NaRd3T9cyap8\nROcGQfw0Kpyn2tbiy02H6TZ+Hev36aXLjqYFXTlN1JHz/H3pLrrcUZHB4dp0y9eVKFKI9/o05bvB\n7ShcyI8nP9/Ka9/FknxFm305ihZ05RRnbU23qpQJ5F+PadMt9f/uDC7HsuGdGHpXXRZsO0GXcWv5\ncbs2+3IELejK4TKzDCNmbyPpijbdUnkLDPDn9e6N+GFYB4JKFGHwzCiGRkSRcOma1dE8mhZ05XDj\nV+1l4/5z/K1PE5pW06Zb6saaVivNDy934LVuDVm1K4GuY9cxL0qbfd0qLejKodbsTmDi6v081qo6\n/e6saXUc5QEC/P0Ydnc9lg3vRP2KJfjTd7E8/d/fOH7+itXRPI4WdOUwx5Kym27dUaUUf3uwqdVx\nlIepV7EEc19qx3u9mxB5OIn7xq3jq02HtdlXAWhBVw6RmpHJsG+jycoyTB0QSmCANt1SBefnJzzd\nPpgVo8IJCy7HO4t20Pffv3JAm33ZRQu6coj3F+8k7ngy/+wbQrA23VK3qXrZYnz17J3887EQ9iWk\n0GPCeiav2U+6Nvu6KS3o6rYt3HaciC1HeSm8Dt2aVLY6jvISIsKjraqzcnQ4Xe6oyKc/7eHByRvZ\nfiLZ6mhuSwu6ui17Tl/ijQXxtK5djte6NbQ6jvJCFUsGMmVAK6YNDCXhUip9Jm/kkx93cy1dm33l\npgVd3bJL19IZMjOKEkUCmPR4Swr56+aknKd70yqsGtWZh1tWY8ovB+g5YT2/HU6yOpZb0X+B6pZc\nb7p1JOkKk55oSUVtuqVcoHSxAD59LIRvnm9NWmYWj037lbd/2E6KNvsCtKCrW/TFxsMsiz/Na90a\n0raONt1SrtWpfhA/jQznmfbBfLP5CN3GrWPtXm32Zc89RQNFZKuIxIrIDhF5L48xz4hIoojE2B4v\nOCeucgeRh5P4cNkuujauxEvhdayOo3xU8SKFeLd3E+YNbkdggB9Pf7GV0XNjuHAlzepolrFnDz0V\nuMcYEwK0ALqLSNs8xs0xxrSwPWY4NKVyG2dTUhn2bTTVyhbln4+FIKJNt5S1WtUqx9LhnXjlnnos\nijlJl7FrWRZ/yupYlrDnnqLGGHP9qv4A20O/uuWDMrMMw2dt48KV9OymW0W16ZZyD4EB/rx6X0MW\nvdyRKqWLMjQimpe+iSThom81+7LrGLqI+ItIDJAArDTGbMlj2CMiEici80Skxg0+Z5CIRIpIZGKi\nHu/yNGNX7mHTgXP87cGmNK5ayuo4Sv1B46qlWDi0PWN6NOKXPYl0GbuWuZHHfKbZl10F3RiTaYxp\nAVQHWotI7kYdi4FgY0xzYCXw1Q0+Z7oxJswYExYUFHQ7uZWL/bzrDJPXHKBfWA36huX5+1opt1DI\n34/BneuyfEQnGlUuxevz4njy860cS/L+Zl8FusrFGHMBWAN0zzX9nDEm1fZyBtDKMfGUOziWdIVR\nc2JoXKUU7/VpYnUcpexSJ6gEswe15W8PNmXb0fPcN24d/914iEwvbvZlz1UuQSJSxva8KNAV2J1r\nTJUcL3sDuxwZUlnnWnomQyKiMMC0ga206ZbyKH5+wpNta7FidGfa1CnHe4t38ti0TexPuGR1NKew\nZw+9CrBGROKA38g+hr5ERN4Xkd62McNtlzTGAsOBZ5wTV7nae4t3sv3ERcb2bUHN8sWsjqPULalW\npij/feZOxvUL4dDZy/ScsIFJq/d5XbMvsepkQVhYmImMjLRk2co+86OO8+p3sQzuXJcxPRpZHUcp\nhzibksq7i3awJO4UjSqX5NNHQ2hW3XPurCUiUcaYsLzm6TdFVZ52n77IW9/H07ZOOf50XwOr4yjl\nMBVKFGHSE6FMf7IVSZfT6DN5Ax8u3+UVzb60oKs/uHgtnSEzoykVGMBn2nRLean7mlRm5ejO9A2r\nwb/XHqTHhPVsOXjO6li3Rf+lqt8xxvD6d3EcTbrCpCdCqVhSm24p71W6aAAfPdKciBfakJGVRb/p\nm/nL9/FcupZudbRbogVd/c7nGw7x447TjOneiNa1y1kdRymX6FCvAj+NDOeFjrX5dstRuo1bx5rd\nCVbHKjAt6Op/th5K4sPlu+nepDIvdKptdRylXKpY4UL85YHGzB/SnuJFCvHsl78xak4MSZc9p9mX\nFnQFQMKla7z8bTQ1yhblk8eaa9Mt5bNa1izLkuEdGXFvfRbHnqTr2LUsjj3pEe0DtKArMjKzGD5r\nGxevpTN1YCtKBWrTLeXbihTyZ1TXBiwZ3pFqZYvyyqxtvPh1FGfcvNmXFnTFv1buZfPBJD54sBl3\nVNGmW0pd16hyKRYMac9bPe9g/b7sZl+ztx512711Leg+buXOM0z95QCPt67Bo62qWx1HKbdTyN+P\nF8Pr8NPIcBpXKcWYBfEMmLGFo+fcr9mXFnQfdvTcFUbPjaFptVK800ubbil1M8EVijPrxbb846Fm\nxB9P5r7xa5mx/qBbNfvSgu6jrjfdEmDqAG26pZQ9/PyEJ9rUZMXocDrUrcAHS3fxyNRN7DntHs2+\ntKD7qHcX7WDHyYuM69eCGuW06ZZSBVGldFFmPB3GhP4tOJp0hQcmrmf8qr2kZVjb7EsLug/6LvIY\ns387xtC76nLvHZWsjqOURxIR+rSoxspR4fRsVoXxq/bRa+IGYo9dsCyTFnQfs/PkRf7y/Xba1SnP\n6K7adEup21W+RBEm9G/JjKfCSL6azkNTNvL3pTu5mub6Zl9a0H3IxWvpDI2IokwxbbqllKN1aVyJ\nFaPD6d+6Jv9Zf4juE9bx6wHXNvvSf9E+whjDn+bGcvz8VSY/EUpQySJWR1LK65QKDOAfDzVj1ott\nAXj8P5t5Y0E8F13U7MueW9AFishWEYm13ZXovTzGFBGROSKyX0S2iEiwM8KqWzd93UFW7DzDmB6N\nCAvWpltKOVO7uuX5cUQ4g8LrMOe3o9w3dh2rdp5x+nLt2UNPBe4xxoQALYDuItI215jngfPGmHrA\nOOBjx8ZUt2PLwXN88tMeejarzPMdtemWUq5QtLA/b/a8g4VDO1CmWAAvfB3J8FnbOJeS6rRl5lvQ\nTbYU28sA2yP3lfR9gK9sz+cB94p2d3ILCRev8fKsbdQqV4yPH9GmW0q5WkiNMix6uSOjujRg+fZT\ndBm7lqVxp5yyLLuOoYuIv4jEAAlk3yR6S64h1YBjAMaYDCAZKJ/H5wwSkUgRiUxMTLy95CpfGZlZ\nvDxrG5eupTNlYCgltemWUpYoXMiPEV3qs3R4J2qVL86Fq85pyVvInkHGmEyghYiUARaKSFNjzPaC\nLswYMx2YDtk3iS7o+1XBfLpiD1sPJTG2bwiNKmvTLaWs1qBSSeYPaY+z/p9coKtcjDEXgDVA91yz\nTgA1AESkEFAa8Oyb83m4FTtO8++1B3miTU0eDtWmW0q5C38/wc/POSXdnqtcgmx75ohIUaArsDvX\nsEXA07bnjwKrjbv2l/QBR85d5tXvYmlWrTRvP9DY6jhKKRex55BLFeArEfEn+xfAXGPMEhF5H4g0\nxiwCPge+EZH9QBLQ32mJ1U1dS89k8Mxo/ESYMiBUm24p5UPyLejGmDigZR7T387x/BrwmGOjqVvx\n9g/b2XXqIl88E6ZNt5TyMfpNUS8y97djzI08zst31+OeRtp0SylfowXdS+w4mcxff9hOh3rlGaVN\nt5TySVrQvUDy1XSGzIymbLHCfNa/Jf5OOoOulHJvdl2HrtxXVpbh1bmxnLxwlTkvtaN8CW26pZSv\n0j10D/fvdQdZtesMb/a8g1a1ylodRyllIS3oHuzXA+f49Kfd3N+8Cs92CLY6jlLKYlrQPVTCxWu8\nMmsbwRWKa9MtpRSgx9A9UnpmFi9/u43LqRl8+2IbShTRH6NSSgu6R/r0pz1sPZzE+H4taFCppNVx\nlFJuQg+5eJgft59m+rqDDGxbkwdbVrM6jlLKjWhB9yCHzl7mte9iCalemr9q0y2lVC5a0D3E1bRM\nhsyMwt9fmDwglCKFtOmWUur39Bi6BzDG8NcftrPnzCX++8ydVC+rTbeUUn+ke+geYM5vx5gXdZxX\n7qnPXQ0rWh1HKeWmtKC7ue0nknl70Q461a/AiHvrWx1HKeXGtKC7seQr6QyJiKJ88cJM0KZbSql8\n2HMLuhoiskZEdorIDhEZkceYu0QkWURibI+38/osZb+sLMPouTGcTr7G5AGhlCte2OpISik3Z89J\n0QzgVWNMtIiUBKJEZKUxZmeuceuNMQ84PqJvmrr2AD/vTuDdXo0JralNt5RS+ct3D90Yc8oYE217\nfgnYBeg3Wpxo04Gz/GvFHnqFVOXp9sFWx1FKeYgCHUMXkWCy7y+6JY/Z7UQkVkSWi0iTG7x/kIhE\nikhkYmJigcP6gtPJ1xg+axu1KxTno4ebadMtpZTd7C7oIlICmA+MNMZczDU7GqhljAkBJgLf5/UZ\nxpjpxpgwY0xYUFDQrWb2WtlNt6K5kpbJtIGtKK5Nt5RSBWBXQReRALKLeYQxZkHu+caYi8aYFNvz\nZUCAiFRwaFIf8PHy3UQeOc+HDzejvjbdUkoVkD1XuQjwObDLGDP2BmMq28YhIq1tn3vOkUG93fL4\nU8zYcIin2tWiTws9RaGUKjh7/k/fAXgSiBeRGNu0N4GaAMaYacCjwBARyQCuAv2NMcYJeb3SwcQU\nXpsXR0iNMrx1/x1Wx1FKeah8C7oxZgNw0zNzxphJwCRHhfIlV9MyGRoRTYC/MEWbbimlboOedbOQ\nMYa3vo9nz5lLfPVsa6qVKWp1JKWUB9Ov/lto1tZjLIg+wYh76xPeQK/6UUrdHi3oFok7foF3F+0g\nvEEQw+/RpltKqdunBd0CF66kMWRmNBVKFGZ8vxb4adMtpZQD6DF0F8vKMoyaE0PCpWt8N7i9Nt1S\nSjmM7qG72JRf9rNmTyJ/faAxLWqUsTqOUsqLaEF3oY37zzJ25V56h1Tlyba1rI6jlPIyWtBd5HrT\nrTpBJfhQm24ppZxAj6G7QHpmFsO+jeZqeiZzBoZq0y2llFNoZXGBD5ftJurIeSY+3pJ6FbXpllLK\nOfSQi5MtjTvFFxsP8Uz7YHqFVLU6jlLKi2lBd6IDiSm8Pi+W0JpleLOnNt1SSjmXFnQnuZKWwZCZ\nURQJ8GfygFAKF9JVrZRyLj2G7gTGGN5auJ19CSl8/VxrqpTWpltKKefT3UYniNhylIXbTjCqSwM6\n1demW0op17DnjkU1RGSNiOwUkR0iMiKPMSIin4nIfhGJE5FQ58R1f7HHLvD+4p3c1TCIl++uZ3Uc\npZQPseeQSwbwqjEmWkRKAlEistIYszPHmB5AfdujDTDV9qdPOX85jaER0QSVLMK4vtp0SynlWvnu\noRtjThljom3PLwG7gNw3vewDfG2ybQbKiEgVh6d1Y1lZhlFzY0i8lMqUAaGU1aZbSikXK9AxdBEJ\nBloCW3LNqgYcy/H6OH8s+ojIIBGJFJHIxMTEgiV1c5PW7OeXPYn8tVdjQrTpllLKAnYXdBEpAcwH\nRhpjLt7Kwowx040xYcaYsKAg7zlZuH5fIuNW7eXBFlUZ2Kam1XGUUj7KroIuIgFkF/MIY8yCPIac\nAGrkeF3dNs3rnbxwlRGzY6hfsQT/0KZbSikL2XOViwCfA7uMMWNvMGwR8JTtape2QLIx5pQDc7ql\ntIzsplup6ZlMHdiKYoX1sn6llHXsqUAdgCeBeBGJsU17E6gJYIyZBiwDegL7gSvAs46P6n7+sWwX\n245eYMqAUOoGlbA6jlLKx+Vb0I0xG4CbHkcwxhhgmKNCeYLFsSf5ctNhnutQm57NfOqCHqWUm9Jv\nit6C/QkpjJkfR6taZXmjZyOr4yilFKAFvcAup2Y33QoM8GfyE6EE+OsqVEq5Bz2LVwDGGN5cGM+B\nxBS+eb4NlUsHWh1JKaX+R3cvC2Dm5iP8EHOS0V0b0KFeBavjKKXU72hBt9O2o+d5f8lO7mlUkaF3\nadMtpZT70YJuh6TLaQyLiDS0Oj4AAAqaSURBVKZSqUDG9g3RpltKKbekx9DzkZllGDknhrMpacwb\n0o4yxbTpllLKPekeej4mrt7Hur2JvNO7Mc2ra9MtpZT70oJ+E2v3JjLh53083LIaT7TWpltKKfem\nBf0GTly4ysjZ22hYqSR/f0ibbiml3J8W9DykZWQxLCKa9EzDlAGhFC3sb3UkpZTKl54UzcPfl+4k\n5tgFpg0MpY423VJKeQjdQ89lUexJvvr1CC90rE33ptp0SynlObSg57DvzCXGzI/jzuCy/LmHNt1S\nSnkWLeg2l1MzGBIRTbHC/kzSpltKKQ+kx9DJbro1ZkE8BxNTmPlCGyqV0qZbSinPY88t6L4QkQQR\n2X6D+XeJSLKIxNgebzs+pnN9/esRFsee5NX7GtK+rjbdUkp5Jnv20L8EJgFf32TMemPMAw5J5GLR\nR8/zwdKd3NuoIkM617U6jlJK3bJ899CNMeuAJBdkcblzKakMi4imculAxvZtoU23lFIezVFn/tqJ\nSKyILBeRJjcaJCKDRCRSRCITExMdtOhbc73p1rnLaUwd0IrSxQIszaOUUrfLEQU9GqhljAkBJgLf\n32igMWa6MSbMGBMWFBTkgEXfugk/72P9vrO837sJTauVtjSLUko5wm0XdGPMRWNMiu35MiBARNz6\nzOIvexKYuHofj7aqTr87a1gdRymlHOK2C7qIVBZb5yoRaW37zHO3+7nOcvz8FUbOiaFhpZL8rU9T\nbbqllPIa+V7lIiKzgLuACiJyHHgHCAAwxkwDHgWGiEgGcBXob4wxTkt8G1IzMhkWEU1mpmHawFba\ndEsp5VXyLejGmMfzmT+J7Msa3d4HS3YRezyZaQNbEVyhuNVxlFLKoXzm++0/xJzgm81HGBReh+5N\nK1sdRymlHM4nCvreM5cYMz+e1sHleL1bQ6vjKKWUU3h9QU9JzWDwzCiKFynEpCdaUkibbimlvJRX\nVzdjDH+eH8fhs5eZ+HhLKmrTLaWUF/Pqgv7fjYdZGneK17o1ol3d8lbHUUopp/Lagh51JIl/LNtF\nlzsqMbhzHavjKKWU03llQT+bksqwiG1ULVOUf/UN0S8PKaV8gtfd4CIzyzBi9jbOX0ljwdD2lC6q\nTbeUUr7B6wr6+FV72bj/HJ880pwmVbXpllLKd3jVIZc1uxOYuHo/fcOq01ebbimlfIzXFPRjSdlN\ntxpXKcX7fZpaHUcppVzOKwp6akYmw76NJssYpg4MJTBAm24ppXyPVxxDf3/xTuKOJzP9yVbUKq9N\nt5RSvsnj99AXbjtOxJajvNS5Dvc10aZbSinf5dEFfc/pS7yxIJ42tcvx2n3adEsp5ds8tqBfupbO\nkJlRlAwMYKI23VJKqfwLuoh8ISIJIrL9BvNFRD4Tkf0iEicioY6P+XvXm24dSbrCpMdbUrGkNt1S\nSil7dmu/BLrfZH4PoL7tMQiYevuxbu7zDYdYFn+a17s1pE0dbbqllFJgR0E3xqwDkm4ypA/wtcm2\nGSgjIlUcFTC3yMNJfLR8N/c1rsSgcG26pZRS1zniwHM14FiO18dt0/5ARAaJSKSIRCYmJt7SwooW\n9qdd3fL8U5tuKaXU77j0TKIxZroxJswYExYUFHRLn9Gkamm+eb4NpQK16ZZSSuXkiIJ+AsjZOKW6\nbZpSSikXckRBXwQ8ZbvapS2QbIw55YDPVUopVQD5fvVfRGYBdwEVROQ48A4QAGCMmQYsA3oC+4Er\nwLPOCquUUurG8i3oxpjH85lvgGEOS6SUUuqW6NcrlVLKS2hBV0opL6EFXSmlvIQWdKWU8hKSfU7T\nggWLJAJHbvHtFYCzDozjKO6aC9w3m+YqGM1VMN6Yq5YxJs9vZlpW0G+HiEQaY8KszpGbu+YC982m\nuQpGcxWMr+XSQy5KKeUltKArpZSX8NSCPt3qADfgrrnAfbNproLRXAXjU7k88hi6UkqpP/LUPXSl\nlFK5aEFXSikv4XYFXUS6i8ge202nx+Qxv4iIzLHN3yIiwTnmvWGbvkdEurk412gR2Wm7UfbPIlIr\nx7xMEYmxPRa5ONczIpKYY/kv5Jj3tIjssz2ednGucTky7RWRCznmOXN93fJNz528vvLLNcCWJ15E\nNolISI55h23TY0Qk0sW57hKR5Bw/r7dzzLvpNuDkXK/lyLTdtk2Vs81zyvoSkRoissZWB3aIyIg8\nxjh3+zLGuM0D8AcOAHWAwkAs0DjXmKHANNvz/sAc2/PGtvFFgNq2z/F3Ya67gWK250Ou57K9TrFw\nfT0DTMrjveWAg7Y/y9qel3VVrlzjXwG+cPb6sn12OBAKbL/B/J7AckCAtsAWZ68vO3O1v748sm/M\nviXHvMNABYvW113AktvdBhydK9fYXsBqZ68voAoQanteEtibx79Hp25f7raH3hrYb4w5aIxJA2aT\nfRPqnPoAX9mezwPuFRGxTZ9tjEk1xhwiuz97a1flMsasMcZcsb3cTPadm5zNnvV1I92AlcaYJGPM\neWAl0N2iXI8Dsxy07Jsyt37Tc2eur3xzGWM22ZYLrtu+7FlfN3I726ajc7lk+zLGnDLGRNueXwJ2\n8cf7Kzt1+3K3gm7PDaf/N8YYkwEkA+XtfK8zc+X0PNm/ha8LlOybY28WkQcdlKkguR6x/fdunohc\nv12gW6wv26Gp2sDqHJOdtb7scaPszlxfBZV7+zLAChGJEpFBFuRpJyKxIrJcRJrYprnF+hKRYmQX\nxvk5Jjt9fUn2oeCWwJZcs5y6feV7gwtVMCIyEAgDOueYXMsYc0JE6gCrRSTeGHPARZEWA7OMMaki\n8hLZ/7u5x0XLtkd/YJ4xJjPHNCvXl1sTkbvJLugdc0zuaFtfFYGVIrLbtgfrCtFk/7xSRKQn8D1Q\n30XLtkcvYKMxJufevFPXl4iUIPsXyEhjzEVHfa493G0P3Z4bTv9vjIgUAkoD5+x8rzNzISJdgLeA\n3saY1OvTjTEnbH8eBH4h+ze3S3IZY87lyDIDaGXve52ZK4f+5PrvsBPXlz1ulN3ym6GLSHOyf4Z9\njDHnrk/Psb4SgIU47lBjvowxF40xKbbny4AAEamAG6wvm5ttXw5fXyISQHYxjzDGLMhjiHO3L0ef\nGLjNkwqFyD4ZUJv/P5HSJNeYYfz+pOhc2/Mm/P6k6EEcd1LUnlwtyT4JVD/X9LJAEdvzCsA+HHRy\nyM5cVXI8fwjYbP7/JMwhW76ytuflXJXLNq4R2SeoxBXrK8cygrnxSb77+f1Jq63OXl925qpJ9nmh\n9rmmFwdK5ni+CejuwlyVr//8yC6MR23rzq5twFm5bPNLk32cvbgr1pft7/01MP4mY5y6fTls5Trw\nh9ST7LPDB4C3bNPeJ3uvFyAQ+M62cW8F6uR471u29+0Berg41yrgDBBjeyyyTW8PxNs26HjgeRfn\n+hDYYVv+GqBRjvc+Z1uP+4FnXZnL9vpd4KNc73P2+poFnALSyT5O+TwwGBhsmy/AZFvueCDMResr\nv1wzgPM5tq9I2/Q6tnUVa/s5v+XiXC/n2L42k+MXTl7bgKty2cY8Q/aFEjnf57T1RfZhMAPE5fg5\n9XTl9qVf/VdKKS/hbsfQlVJK3SIt6Eop5SW0oCullJfQgq6UUl5CC7pSSnkJLehKKeUltKArpZSX\n+D96rrxf3vHh/QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_5",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b0148d4-2201-11ea-a6fe-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8adff562-2201-11ea-a01a-02421cceb864\"]);\n",
              "//# sourceURL=js_1662d63a9b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_5",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b037d9c-2201-11ea-988b-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_32fe03dce2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_6",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b03c080-2201-11ea-bfb5-02421cceb864\"] = document.querySelector(\"#id14_content_6\");\n",
              "//# sourceURL=js_6c98c50f8c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_6",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b040818-2201-11ea-86d9-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b03c080-2201-11ea-bfb5-02421cceb864\"]);\n",
              "//# sourceURL=js_d73eb75aa2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_6",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AJ3o2pVP9Sk7HEYe0rVOBhROi6NygEk/NS+KJuYmczdQSPm9QUcsl/brjKC9+vZEbW1bj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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_6",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b220cda-2201-11ea-b101-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b037d9c-2201-11ea-988b-02421cceb864\"]);\n",
              "//# sourceURL=js_1b59a8a7dc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_6",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b24828a-2201-11ea-acd6-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3bdd7ca4c6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_7",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b24f0f8-2201-11ea-8a65-02421cceb864\"] = document.querySelector(\"#id14_content_7\");\n",
              "//# sourceURL=js_44eb871a89"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_7",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b2557d8-2201-11ea-bd5d-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b24f0f8-2201-11ea-8a65-02421cceb864\"]);\n",
              "//# sourceURL=js_e5718ea1d9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_7",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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a1lfZkoh4lgZ1Kf28Pos3flhPnw71GNg5eN8qLyLeo0FdCjtzjvPQ5KU0q1mZ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\nLSLi4zSoRUR83P8DQAsa3Nc1HfsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_7",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b430b5c-2201-11ea-a5b4-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b24828a-2201-11ea-acd6-02421cceb864\"]);\n",
              "//# sourceURL=js_aedcc82177"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_7",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b44be1c-2201-11ea-988a-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_770a145bf9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_8",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b450a22-2201-11ea-ad2a-02421cceb864\"] = document.querySelector(\"#id14_content_8\");\n",
              "//# sourceURL=js_06e2a2432c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_8",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b456e9e-2201-11ea-9cf5-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b450a22-2201-11ea-ad2a-02421cceb864\"]);\n",
              "//# sourceURL=js_1f1a61a0c5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_8",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1bVCbOaP7EF07mDs+SGfhemvKnJw6Ri0i/iKSDRwA5htj0s+wzAgRyRCRjNzc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\nTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_8",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b64c4d2-2201-11ea-8993-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b44be1c-2201-11ea-988a-02421cceb864\"]);\n",
              "//# sourceURL=js_b860e69ca5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_8",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b6621f8-2201-11ea-b565-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_a7c7a2df69"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_9",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b666278-2201-11ea-86f7-02421cceb864\"] = document.querySelector(\"#id14_content_9\");\n",
              "//# sourceURL=js_84fe71b762"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_9",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b669b86-2201-11ea-9c66-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b666278-2201-11ea-86f7-02421cceb864\"]);\n",
              "//# sourceURL=js_edb3b09267"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_9",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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UjWvpsCWl/N2l7cJ5f0QP9hw9waBpiRw6bm9Za1GfpzmJu/g0dT+P9mnHRW3q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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_9",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b86100a-2201-11ea-a6ec-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b6621f8-2201-11ea-b565-02421cceb864\"]);\n",
              "//# sourceURL=js_21acb757a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_9",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b880c0a-2201-11ea-a9ed-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_26fec9e178"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_10",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b8876ac-2201-11ea-9686-02421cceb864\"] = document.querySelector(\"#id14_content_10\");\n",
              "//# sourceURL=js_b5983372a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_10",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8b88e4b8-2201-11ea-9674-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b8876ac-2201-11ea-9686-02421cceb864\"]);\n",
              "//# sourceURL=js_d7f7a25d02"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_10",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DvYdV4sFOBS4ltnHXQUa8n0PLmnH889p2GlIVhi5pXZM3+nZm8Za93D5xNvtU4kFNBS4l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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_10",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ba8f0ba-2201-11ea-b1be-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8b880c0a-2201-11ea-a9ed-02421cceb864\"]);\n",
              "//# sourceURL=js_f42e918e0e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_10",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8baa8c7e-2201-11ea-8042-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_1950ff210c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_11",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8baad3ca-2201-11ea-bc0c-02421cceb864\"] = document.querySelector(\"#id14_content_11\");\n",
              "//# sourceURL=js_c0b43064b4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_11",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bab1b7e-2201-11ea-8250-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8baad3ca-2201-11ea-bc0c-02421cceb864\"]);\n",
              "//# sourceURL=js_eb4f248f4f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_11",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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cgTtB+ZCqFApK7Lw9KpJ6MqRKiFqlWQN/4ifG0MDfyugFCaQfyzU6EiAF7hQv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\nAhdCCJP6P8wlVNRMBbTlAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_11",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bc93b50-2201-11ea-b164-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8baa8c7e-2201-11ea-8042-02421cceb864\"]);\n",
              "//# sourceURL=js_1bd7a03813"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_11",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bcab888-2201-11ea-8385-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_af968695bc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_12",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bcaf636-2201-11ea-a7ca-02421cceb864\"] = document.querySelector(\"#id14_content_12\");\n",
              "//# sourceURL=js_db96273b83"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_12",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bcb8192-2201-11ea-ada1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8bcaf636-2201-11ea-a7ca-02421cceb864\"]);\n",
              "//# sourceURL=js_f436744cff"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_12",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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bcknHhk7HEZEAMfrcVuQXlfD6t2uJi4niQT/2QVIBr4CV2wt4aNYierSoy/2X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\nkFIBFxEJUv8P+6e1zMElgacAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_12",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8be957c8-2201-11ea-971c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8bcab888-2201-11ea-8385-02421cceb864\"]);\n",
              "//# sourceURL=js_b4e62b880f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_12",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bebb9c8-2201-11ea-b8d9-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_ab9740b641"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_13",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8bec19d2-2201-11ea-94d2-02421cceb864\"] = document.querySelector(\"#id14_content_13\");\n",
              "//# sourceURL=js_9477939680"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_13",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8beca40c-2201-11ea-acd2-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8bec19d2-2201-11ea-94d2-02421cceb864\"]);\n",
              "//# sourceURL=js_43e2ac7ce9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_13",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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84+M1DOjcjPsu6mZ0HNFISikmXdqdorIqJn+3magQC6PPlDdfmY0McFFvxeVWJs7LJjLE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\ngg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_13",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c0aa0be-2201-11ea-b1db-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8bebb9c8-2201-11ea-b8d9-02421cceb864\"]);\n",
              "//# sourceURL=js_9bc129e2fa"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_13",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c0c8b28-2201-11ea-a860-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_cb28b1a5b3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_14",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c0cf13e-2201-11ea-8832-02421cceb864\"] = document.querySelector(\"#id14_content_14\");\n",
              "//# sourceURL=js_b4d6005283"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_14",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c0d3976-2201-11ea-a2d3-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c0cf13e-2201-11ea-8832-02421cceb864\"]);\n",
              "//# sourceURL=js_b568ef26c8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_14",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kSik3c26XKF69qR9puw8zeYH7tNxrlbEDYwxTPsxiZ24xfx8eR/PGOqRKKXcz\nuE8rnrymF19tPMQjH611i5Z7beSxgzk/72JZ1kEeGtiNszpFWh1HKVVPo8+KIbew+guSo0IDXf5Q\nqBbwBkrffZhn/rWRS3s04/bzdUiVUu7u3su6klNUxlvfbicqNJCUc1235V4LeAPkFZUyeUEGLZsE\n8fKNOqRKKU/wv5b7Up5atoHI0ACG9GttdawT0mPg9VQ9pCqTvOIypo1I0CFVSnkQXx/h9WFx9O8Q\nwf2L1/DdFtdsuW9wARcRXxFZLSLL7BHIXbz+1RZ+3JbLU9f0Ira1DqlSytP81nLfpXkYE+elk+mC\nLff22AO/G9hoh+dxG99szmbqim3cmNCGm5J0SJVSnqpxkD9zxiURGRrAuFmpbMt2rZb7BhVwEWkD\nXAW8a584rm/f4RLuXZRJj5aNefraWB1SpZSHa9Y4iPdS+uPrI4yZmcrBI8esjvRfDd0Dfw14CDjp\nWe8iMkFE0kQkLSfHNY8j1dXvhlSNiCfIX4dUKeUNYmwt90eOlTNmZipHSlyj5b7eBVxEBgPZxpj0\nU93PGDPdGJNojEmMjo6u7+pcwtPLNpC17wgvDe1LjA6pUsqrxLYOZ/qoBHblljB+ziqOlVnfct+Q\nPfBzgGtEZBfwPnCxiMyzSyoX9PHq/cz7ZQ+3nd+RK3q1sDqOUsoCZ3eO4rVh/Ujfc5jJCzIsb7mv\ndwE3xjxsjGljjIkBhgErjDEj7ZbMhWw5VMjDS9eS3CGCBz3ky1CVUvVzZe+WPDUklq83ZfPwUmtb\n7rWR5zR+N6RqeBx+OqRKKa83akB7cgtLef3rrUSGBjJlkDUt93Yp4MaYb4Fv7fFcrsQYw5+XZLE7\nr4T5t/SnmQ6pUkrZ3HNpF3KLSnn7u+1EhQZwy3kdnZ5B98BPYeZPu/jX2oNMGdSdAR11SJVS6n9E\nhKeGVH/L/TP/2khkaADXxbVxagY9HnASabvy+dtnG7msZ3NuO9/5/7MqpVyfr4/w6k39GNAxggc/\nyOKbzdlOXb8W8BPILSrljgUZtG7aiJdu7KvNOkqpkwry9+UfoxPp2jyMSfMyWL3nsNPWrQW8luoh\nVaspKCnnrRHxhDfSIVVKqVMLC/JndkoS0WGBjJu9im3ZhU5ZrxbwWl5dvoWftuXx9LWx9GqlQ6qU\nUnXTLCyI98Yn4+fjw+gZqRwocHzLvRbwGlZsOsQb32zjpsS2DE3UIVVKqTPTPjKE2eOSOHq8gjEz\nUykoKXPo+rSA2+zNL+HeRWvo2bIxTw7pZXUcpZSbim0dzvTRCezOKyFltmNb7rWAA8fLq4dUVRnD\n2yMTdEiVUqpBzu4UxevD+nguOugAAAmrSURBVLF6bwF3LMig3EEt91rAgaeWbWDt/iO8MrQf7SKD\nrY6jlPIAg3q35JlrY1mxKZspHzqm5d7rC/jSjH0sWLmH2y/oxGU9m1sdRynlQUb0b8+9l3blw4x9\nLMs6aPfn9+pOzE2/HuWRj9YyoGMED1ze1eo4SikPdNclnenWIozLHbCD6LUFvPB4ORPnZdA4yJ+p\nOqRKKeUgIsLAWMeMoPbKAm6M4aElWezJL2HhrQNoFqZDqpRS7scrdztn/LiTz9f9yp8HdiO5Q4TV\ncZRSql68roCv2pXP3z7fxBW9mnOrBeMflVLKXryqgOcUlnLH/AzaNm3EizqkSinl5rzmGHhFZRV3\nLVzN0ePlzElJpnGQDqlSSrk3ryngryzfwn925PHSjX3p0bKx1XGUUqrBvOIQylcbDvHWt9sZntyW\nPyU49xszlFLKUTy+gO/JK+G+xZnEtm7ME1frkCqllOfw6AJ+vLySSQvSAZg2QodUKaU8i0cfA3/y\nn+tZt/8oM8Yk0jZCh1QppTxLvffARaStiHwjIhtEZL2I3G3PYA21JH0fC1P3MunCTlzSQ4dUKaU8\nT0P2wCuA+40xGSISBqSLyHJjzAY7Zau3jQeP8uhHazmrYyT3XaZDqpRSnqnee+DGmIPGmAzb5UJg\nI9DaXsHq6+jxcibOSye8kQ6pUkp5NrtUNxGJAeKAlSe4bYKIpIlIWk5Ojj1Wd1LGGB5YvIa9h4/x\n5oh4osMCHbo+pZSyUoMLuIiEAh8C9xhjjta+3Rgz3RiTaIxJjI6ObujqTukfP+zgyw2HeHhQd5Ji\ndEiVUsqzNaiAi4g/1cV7vjFmqX0i1c/KHXn83xebGRTbgvHndrAyilJKOUVDzkIRYAaw0Rjziv0i\nnbnswuNMXria9hHBvPCnPjqkSinlFRqyB34OMAq4WEQybX+utFOuOquorOLOBaspPF7OWyPjCdMh\nVUopL1Hv0wiNMT8Clu/qvvTlFlbuzOeVoX3p3kKHVCmlvIdbn2O3fMMh3v5uOzf3b8f18TqkSinl\nXdy2gO/OK+a+xZn0bh3O44N7Wh1HKaWczi0L+PHySibOy8BHhLdGxOuQKqWUV3LLYVZPfLKeDQeP\nMnOsDqlSSnkvt9sDX5y2l0Vpe5l8UWcu7q5DqpRS3sutCvj6A0f4y8frOKdzJPfqkCqllJdzmwJ+\n5Fg5k+Zn0DQ4gNeHxeHrY/kZjEopZSm3OAZujOGBD9aw//AxFt02gKhQHVKllFJusQf+zvc7WL7h\nEI9c2YOE9jqkSimlwE0KeMvwIG5MaMO4c2KsjqKUUi7DLQ6hDOnXmiH9LP+uCKWUcilusQeulFLq\nj7SAK6WUm9ICrpRSbkoLuFJKuSkt4Eop5aa0gCullJvSAq6UUm5KC7hSSrkpMcY4b2UiOcDuej48\nCsi1Yxx70VxnRnOdGc11Zlw1FzQsW3tjTHTthU4t4A0hImnGmESrc9Smuc6M5jozmuvMuGoucEw2\nPYSilFJuSgu4Ukq5KXcq4NOtDnASmuvMaK4zo7nOjKvmAgdkc5tj4EoppX7PnfbAlVJK1aAFXCml\n3JRLFHARGSgim0Vkm4hMOcHtgSKyyHb7ShGJqXHbw7blm0XkCifnuk9ENohIloh8LSLta9xWKSKZ\ntj+fOjnXWBHJqbH+W2rcNkZEttr+jHFyrldrZNoiIgU1bnPI9hKRmSKSLSLrTnK7iMhUW+YsEYmv\ncZsjt9Xpco2w5VkrIj+LSN8at+2yLc8UkTQn57pQRI7UeK0er3HbKV9/B+d6sEamdbb3U4TtNkdu\nr7Yi8o2tDqwXkbtPcB/HvceMMZb+AXyB7UBHIABYA/SsdZ9JwNu2y8OARbbLPW33DwQ62J7H14m5\nLgKCbZcn/pbLdr3Iwu01FnjjBI+NAHbY/m5qu9zUWblq3f9OYKYTttf5QDyw7iS3Xwl8DggwAFjp\n6G1Vx1xn/7Y+YNBvuWzXdwFRFm2vC4FlDX397Z2r1n2vBlY4aXu1BOJtl8OALSf4eXTYe8wV9sCT\ngW3GmB3GmDLgfWBIrfsMAebYLi8BLhERsS1/3xhTaozZCWyzPZ9TchljvjHGlNiu/gK0sdO6G5Tr\nFK4Alhtj8o0xh4HlwECLcg0HFtpp3SdljPkeyD/FXYYAc021X4AmItISx26r0+YyxvxsWy84771V\nl+11Mg15X9o7l1PeWwDGmIPGmAzb5UJgI1D7+x8d9h5zhQLeGthb4/o+/rgB/nsfY0wFcASIrONj\nHZmrpvFU/y/7myARSRORX0TkWjtlOpNcN9h+XVsiIm3P8LGOzIXtUFMHYEWNxY7aXqdzstyO3FZn\nqvZ7ywBfiki6iEywIM9ZIrJGRD4XkV62ZS6xvUQkmOoi+GGNxU7ZXlJ9aDcOWFnrJoe9x9ziS41d\nnYiMBBKBC2osbm+M2S8iHYEVIrLWGLPdSZH+CSw0xpSKyG1U//ZysZPWXRfDgCXGmMoay6zcXi5L\nRC6iuoCfW2PxubZt1QxYLiKbbHuozpBB9WtVJCJXAh8DXZy07rq4GvjJGFNzb93h20tEQqn+T+Me\nY8xRez73qbjCHvh+oG2N621sy054HxHxA8KBvDo+1pG5EJFLgUeBa4wxpb8tN8bst/29A/iW6v+Z\nnZLLGJNXI8u7QEJdH+vIXDUMo9avuA7cXqdzstyO3FZ1IiJ9qH79hhhj8n5bXmNbZQMfYb/Dhqdl\njDlqjCmyXf4M8BeRKFxge9mc6r3lkO0lIv5UF+/5xpilJ7iL495jjjiwf4YfAvhRffC+A//78KNX\nrfvcwe8/xFxsu9yL33+IuQP7fYhZl1xxVH9w06XW8qZAoO1yFLAVO32gU8dcLWtcvg74xfzvQ5Od\ntnxNbZcjnJXLdr/uVH+oJM7YXrbnjOHkH8pdxe8/YEp19LaqY652VH+mc3at5SFAWI3LPwMDnZir\nxW+vHdWFcI9t29Xp9XdULtvt4VQfJw9x1vay/dvnAq+d4j4Oe4/ZbeM2cCNcSfWnt9uBR23LnqJ6\nrxYgCPjA9oZOBTrWeOyjtsdtBgY5OddXwCEg0/bnU9vys4G1tjfxWmC8k3P9DVhvW/83QPcaj02x\nbcdtwDhn5rJd/yvwfK3HOWx7Ub03dhAop/oY43jgduB22+0CvGnLvBZIdNK2Ol2ud4HDNd5babbl\nHW3baY3tNX7Uybkm13hv/UKN/2BO9Po7K5ftPmOpPqmh5uMcvb3OpfoYe1aN1+pKZ73HtJVeKaXc\nlCscA1dKKVUPWsCVUspNaQFXSik3pQVcKaXclBZwpZRyU1rAlVLKTWkBV0opN/X/C5wvME88wPgA\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_14",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c2c6140-2201-11ea-9ec7-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c0c8b28-2201-11ea-a860-02421cceb864\"]);\n",
              "//# sourceURL=js_f45f840a3c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_14",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c2e963a-2201-11ea-9b6c-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_042b5f7aab"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_15",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c2efe3e-2201-11ea-bc0c-02421cceb864\"] = document.querySelector(\"#id14_content_15\");\n",
              "//# sourceURL=js_44813045ab"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_15",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c2fcf9a-2201-11ea-a544-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c2efe3e-2201-11ea-bc0c-02421cceb864\"]);\n",
              "//# sourceURL=js_07d29260f3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_15",
              "outputarea_id14"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fSyllIRHhyav6kldSzpRP1xIVEsiVAzpYHatJ9Bi4nX2ctYfZv+7g1rNiGRyn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\nUkq5KS3gSinlpv4P754+5eeiXywAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_15",
              "outputarea_id14",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c4e46a8-2201-11ea-88e7-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c2e963a-2201-11ea-9b6c-02421cceb864\"]);\n",
              "//# sourceURL=js_422ab597c8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id14_content_15",
              "outputarea_id14"
            ]
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "wiChZ2qmSGYr"
      },
      "source": [
        "## Iterating over a widget\n",
        "\n",
        "Both grid and tabbar support iteration to populate the widget, without having to\n",
        "explicitly redirect output to each component. Here is an example that produces a\n",
        "grid from flat data:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ndN5ykfrz6CV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "outputId": "8aa4b951-0159-47f7-bd70-d5145b3dd5e2"
      },
      "source": [
        "from matplotlib import pylab\n",
        "grid = widgets.Grid(3, 3)\n",
        "for i, (row, col) in enumerate(grid):\n",
        "  print('Plot!')\n",
        "  pylab.figure(figsize=(2, 2))\n",
        "  pylab.plot([i, row, col])\n",
        "\n",
        "# Note: We can re-enter individual cells!\n",
        "for i, (row, col) in enumerate(grid):\n",
        "  print('data at cell %d (%d, %d)\\n' % (i, row, col))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style>\n",
              "       table#id16, #id16 > tbody > tr > th, #id16 > tbody > tr > td {\n",
              "         border: 1px solid lightgray;\n",
              "         border-collapse:collapse;\n",
              "         \n",
              "        }</style>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table id=id16><tr><td id=id16-0-0></td><td id=id16-0-1></td><td id=id16-0-2></td></tr><tr><td id=id16-1-0></td><td id=id16-1-1></td><td id=id16-1-2></td></tr><tr><td id=id16-2-0></td><td id=id16-2-1></td><td id=id16-2-2></td></tr></table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c5e1670-2201-11ea-b069-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6d9d0fbe77"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c5e5652-2201-11ea-9148-02421cceb864\"] = document.querySelector(\"#id16-0-0\");\n",
              "//# sourceURL=js_0e86470799"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c5eb6b4-2201-11ea-b147-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c5e5652-2201-11ea-9148-02421cceb864\"]);\n",
              "//# sourceURL=js_62915c9de3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKkAAACMCAYAAAAHtImqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAJU0lEQVR4nO3dfYxcVR3G8e9jCw2+gEALVsq6Na2a\nggmEDZoQiAEKxQAlgUibBkoClkYbIP5VYxBF/2iNETW+JKUFKZGXpqCUoCG8VRMj2N2CSFtrlyqx\nL0rbJYAxAas//7hnynU7y2w7U++5M88nmezMvefcnkmfvXPv3Xt+o4jALGfvqXoAZq04pJY9h9Sy\n55Ba9hxSy55DatmbWPUAOmny5MnR399f9TDsMA0NDe2NiCmjl3ckpJLmAN8DJgArI2LZqPWTgNXA\nWcA+4OqI+IukfmALsDU1fTYiFqc+ZwE/AY4BfgHcHC0u6vb39zM4ONiJt2QVkPRKs+Vtf9xLmgD8\nELgEmAXMlzRrVLPrgdciYgZwB7C8tO7liDgjPRaXlv8Y+DwwMz3mtDtWq6dOHJOeDQxHxPaIeBt4\nAJg7qs1c4J70fC1wgSSNtUFJU4FjI+LZtPdcDVzRgbFaDXUipKcAfy293pGWNW0TEfuB14ET07rp\nkp6X9CtJ55ba72ixTesRVZ847Qb6ImJfOgb9uaTTDmUDkhYBiwD6+vqOwBCtap3Yk+4ETi29npaW\nNW0jaSJwHLAvIt6KiH0AETEEvAx8LLWf1mKbpH4rImIgIgamTDnoxNC6QCdCugGYKWm6pKOBecC6\nUW3WAQvT86uApyMiJE1JJ15I+ijFCdL2iNgNvCHp0+nY9VrgkQ6M1Wqo7Y/7iNgvaQnwOMUlqLsi\nYpOk24HBiFgHrALulTQMjFAEGeA84HZJ/wL+AyyOiJG07gu8cwnql+lhPUjddD/pwMBA+DppfUka\nioiB0cv9Z1HLnkNq2XNILXsOqWXPIbXsOaSWPYfUsueQWvYcUsueQ2rZc0gtew6pZc8htew5pJY9\nh9Sy55Ba9joSUklzJG2VNCxpaZP1kyQ9mNY/l4pCIGm2pCFJf0g/zy/1WZ+2+UJ6nNSJsVr9tD19\npFQcYjbF1OMNktZFxOZSswPFISTNoygOcTWwF7gsInZJOp1iCkp56vKCiPCt9j2u0uIQEfF8ROxK\nyzcBx6SSPGYH5FAcouFKYGNEvFVadnf6qL/13SqeWHfL4sQpFYRYDtxYWrwgIj4JnJse14zRd5Gk\nQUmDe/bsOfKDtf+7SotDpNfTgJ8B10bEy40OEbEz/XwTuI/isOIgLg7R/aouDvFB4DFgaUT8ptFY\n0kRJk9Pzo4BLgZc6MFarobZDmo4xG8UhtgBrGsUhJF2emq0CTkzFIb4ENC5TLQFmAF8ddalpEvC4\npBeBFyj2xHe2O1arJxeHsGy4OITVlkNq2XNILXsOqWXPIbXsOaSWPYfUsueQWvYcUsueQ2rZc0gt\new6pZc8htew5pJY9h9Sy55Ba9iotDpHWfTkt3yrp4vFu03pH2yEtFYe4BJgFzJc0a1SzA8UhgDso\nZoaS2s0DTgPmAD+SNGGc27Qe0Ynvuz9QHAJAUqM4RLmCyVzga+n5WuAHaR79XOCBNNf+z2kOVGNW\naKtttvT1Rzexedcbh/Wm7Mia9eFjue2y08bVturiEGP1Hc82Ac+77wWd2JNWKiJWACugmIhXXjfe\n31TLW9XFIcbqO55tWo+otDhEWj4vnf1PB2YCvxvnNq1HtP1xHxH7JTWKQ0wA7moUhwAGI2IdRXGI\ne9OJ0QhF6Ejt1lCcEO0HvhgR/wZots12x2r15OIQlg0Xh7Dackgtew6pZc8htew5pJY9h9Sy55Ba\n9hxSy55DatlzSC17DqllzyG17Dmklj2H1LLnkFr22gqppBMkPSFpW/p5/BjtFqY22yQtTMveK+kx\nSX+UtEnSslL76yTtKX1L3g3tjNPqrd096VLgqYiYCTzFO1/HeICkE4DbgE9RTFe+rRTmb0fEJ4Az\ngXMkXVLq+mBEnJEeK9scp9VYuyGdC9yTnt8DXNGkzcXAExExEhGvAU8AcyLinxHxDEBEvA1spJhw\nZ/Y/2g3pyRGxOz3/G3BykzYt59Cnb2u+jGJv3HClpBclrZVUnjlqPablRDxJTwIfarLqK+UX6avB\nD3nCVJrifD/w/UbFEuBR4P6IeEvSjRR76fPH6L8IWATQ19d3qP+81UDLkEbEhWOtk/R3SVMjYrek\nqcCrTZrtBD5Tej0NWF96vQLYFhHfLf2b+0rrVwLfepfxjVkcwrpDux/35fn0C4FHmrR5HLhI0vHp\nhOmitAxJ36QoFHFLuUMKfMPlwJY2x2k11m5IlwGzJW0DLkyvkTQgaSVARIwA36Ao+LABuD0iRiRN\nozhkmAVsHHWp6aZ0Wer3wE3AdW2O02rM8+4tG553b7XlkFr2HFLLnkNq2XNILXsOqWXPIbXsOaSW\nPYfUsueQWvYcUsueQ2rZc0gtew6pZc8htew5pJa9yopDpOXrJW0tFYE4KS2fJOlBScOSnpPU3844\nrd6qLg4BsKBUBKIxke964LWImAHcASxvc5xWY5UVhziE7a4FLpCkNsdqNZVDcYi700f9raUgHugT\nEfuB14ET2xyr1VTVxSEWRMROSR8AHgKuAVYfygZcHKL7VVocIiJ2pp9vSrqP4ph1depzKrAjVTg5\nDigXjCiPz8UhulxlxSEkTZQ0GUDSUcClwEtNtnsV8HR009xrOyQt96QtLAPWSLoeeAX4HBTFIYDF\nEXFDKgTRKA4B7xSHeB9FWI8CJgBPAnemNquAeyUNAyPAvDbHaTXm4hCWjbGKQ3RVSCXtodijl00G\n9lYwnCOh29/LRyJiyuiGXRXSZiQNNvvtrKNefS/+271lzyG17PVCSFdUPYAO6sn30vXHpFZ/vbAn\ntZrr6pBKmpPuVx2WdNBthHUh6S5Jr0p6qXXrfEk6VdIzkjanSt43j6tft37cS5oA/AmYTXHn1QZg\nfkRsrnRgh0HSecA/gNURcXrV4zlc6f6OqRGxMd1UNARc0er/pJv3pGcDwxGxPX2Z2QMU96nWTkT8\nmuLPw7UWEbsjYmN6/ibFF3ac8u69ujukLb/kzKqTpgSdCTzXqm03h9QyJen9FPcP3xIRb7Rq380h\nbdyT2jAtLbMKpbveHgJ+GhEPj6dPN4d0AzBT0nRJR1Pc7reu4jH1tDQ9aBWwJSK+M95+XRvSNDdq\nCcVN11uANRGxqdpRHR5J9wO/BT4uaUe6f7eOzqGYInR+aRr7Z1t16tpLUNY9unZPat3DIbXsOaSW\nPYfUsueQWvYcUsueQ2rZc0gte/8FfoaJgnt5bmkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c736b42-2201-11ea-b844-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c5e1670-2201-11ea-b069-02421cceb864\"]);\n",
              "//# sourceURL=js_34d0dfc580"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c751464-2201-11ea-b90a-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_df5e6750a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c7567f0-2201-11ea-82c4-02421cceb864\"] = document.querySelector(\"#id16-0-1\");\n",
              "//# sourceURL=js_006498750c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c75e9be-2201-11ea-b386-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c7567f0-2201-11ea-82c4-02421cceb864\"]);\n",
              "//# sourceURL=js_f568d3d58f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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CIKycb4yVvG501Y3eCLyEVWg1dscN29zWHaycb12K/awL7FLLL7Sw+VAlD00fy+jYIdrH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\n0kU24twAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c8b4442-2201-11ea-bfd5-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c751464-2201-11ea-b90a-02421cceb864\"]);\n",
              "//# sourceURL=js_6594873e9d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c8ccf42-2201-11ea-b301-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_47040ca592"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c8d0cc2-2201-11ea-8310-02421cceb864\"] = document.querySelector(\"#id16-0-2\");\n",
              "//# sourceURL=js_b7bed93336"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8c8d45a6-2201-11ea-80b7-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c8d0cc2-2201-11ea-8310-02421cceb864\"]);\n",
              "//# sourceURL=js_1e7203795f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1rXx0qErbvB8erKKy3vigVZ349hmgB5k3Op4JydG8kFdIe5fr0Yptnd288HUhE1OimZsV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\nUAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ca1c41e-2201-11ea-83b0-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8c8ccf42-2201-11ea-b301-02421cceb864\"]);\n",
              "//# sourceURL=js_747f8c9f94"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ca37a54-2201-11ea-910e-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_2c068940d8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ca3c852-2201-11ea-9a36-02421cceb864\"] = document.querySelector(\"#id16-1-0\");\n",
              "//# sourceURL=js_ebea70a761"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ca41582-2201-11ea-9dec-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8ca3c852-2201-11ea-9a36-02421cceb864\"]);\n",
              "//# sourceURL=js_adbe5f3480"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIsAAACMCAYAAABMHFpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cb7fd9e-2201-11ea-9ad3-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8ca37a54-2201-11ea-910e-02421cceb864\"]);\n",
              "//# sourceURL=js_694887d28a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cb9f66c-2201-11ea-aea3-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_128cee1140"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cba40f4-2201-11ea-8e9e-02421cceb864\"] = document.querySelector(\"#id16-1-1\");\n",
              "//# sourceURL=js_8c43fefeb1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cba9e4a-2201-11ea-b955-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cba40f4-2201-11ea-8e9e-02421cceb864\"]);\n",
              "//# sourceURL=js_9a85220360"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIsAAACMCAYAAABMHFpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAALOklEQVR4nO3de3BU5RnH8e+TzT2EkJAAIRdCrooo\noAERUIQQpWrVsa1FR2tbO3hDuc106p/t3xWwpVq8ULVqGayMY22tBowIiECCQLlISEKAhEvCJZAQ\nQi68/SOhZeKGnA17ztndPJ+ZzCC77vvs8Js3Z3fP+a0YY1DKijC3B1DBQ8OiLNOwKMs0LMoyDYuy\nTMOiLAu340GTk5NNVlaWHQ+tbFZeXn7SGJPi7TbLYRERD1AG1Blj7rvafbOysigrK/NtShUQRORQ\nb7f58mtoPrDv2sdRwcpSWEQkHbgXeMPecVQgs7qzLAN+DVzydYHaMy38dMVmyg+d9vV/VQGmz7CI\nyH1AvTGmvI/7zRWRMhEpa2ho+N/fJ8VFUtXQzJKSimufVrnKys4yFbhfRGqAVcBMEXm3552MMa8Z\nYwqNMYUpKf8/mI6NDOfp6TlsqjzF5qpT/ppbuaDPsBhjXjTGpBtjsoA5wBfGmMd8WeSxyaMYPjiK\nJSX70U+5g5cjb8pFR3iYNyOXbTVn+OrASSeWVDbwKSzGmC/7eo+lNw9PzCBtSAxLPtfdJVg59nZ/\nVLiHF4py2Vl7lnX76p1aVvmRo58NPXRzOqOGxvJSSQWXLunuEmwcDUuEJ4wFs/LYd+wc/95z3Mml\nlR84/qnz/ePSyB02iKUlFXTq7hJUHA+LJ0xYMCuPA/XN/GPnUaeXV9fAlfNZ7hmbynUj4lm2toKO\nTp8/QVAucSUsYWHCouJ8ak61sGZ7nRsjqH5w7Uy54jHDuSk9gZfXHaCtQ3eXYOBaWES6dpe6xgus\nLjvi1hjKB66egzs9P4VbRiWy/ItKWts73RxFWeBqWESExXflc/xcK+9vOezmKMoC18/un5KTzG3Z\nQ3nly0pa2jrcHkddhethAVh8Vz4nm9t4Z3Ov5wqrABAQYSnMSmJ6fgor1lfR1Nru9jiqFwERFoBF\nxfmcaWnnL5tq3B5F9SJgwjIuYwjFY4bz+oZqzrbo7hKIAiYs0LW7NLV28MbGardHUV4EVFiuTx3M\nvTelsnLjQU6fb3N7HNVDQIUFYOGsPC60d7JifZXbo6geAi4sucPieWB8Gm9vrqG+qdXtcdQVAi4s\nAPOL8mjvNLxSqrtLIAnIsGQlx/Hjm9N5f8thjjZecHsc1S0gwwLwfFEuBsPy0kq3R1HdAjYs6Ymx\nzJmYyeptRzhyusXtcRTWLoyPFpGtIrJTRPaIyG+dGAzguRm5hIUJL6874NSS6iqs7CwXgZnGmHHA\neGC2iEy2d6wuIxKieXzyKNZsr6W6odmJJdVVWLkw3hhjLv9LRXT/OHYNxzN35hAV7tHdJQBYbX7y\niMgOoB4oMcZssXes/0seFMUTU7L4eOdR9h9vcmpZ5YWlsBhjOo0x44F0YJKIjO15n97KfPzhqTuy\niYsMZ9laLQRyk68tCo1AKTDby21ey3z8ITEukl9OG82nu4+zu+6sXx9bWWfl1VCKiAzp/nMMUAx8\nZ/dgPT05bTQJMREs1box11jZWVKBUhHZBWyj65jlE3vH+r6EmAjm3pHNuu/q+fbwGaeXV1h7NbTL\nGDPBGHOTMWasMeZ3Tgzmzc+nZJEUF6llhi4J2HdwvYmLCueZ6TlsOHCSrQe1KtVpQRUW6CozTImP\n4vdaN+a4oAtLTGRXmeHWg6fZVKlVqU4KurAAzJmUwciEaF7SqlRHBWVYosI9zJuZx7eHGyndr2WG\nTgnKsAD8pDCdzKRYlpRU6O7ikKANS4QnjBeK8thdd47P9pxwe5wBIWjDAvDg+JFkp8SxVKtSHRHU\nYQn3hLFgVj77TzTxyX+OuT1OyAvqsADcd2MqBcO1zNAJQR+WsDBhYXE+1Q3n+WiHVqXaKejDAnD3\nDcMZmzaYl9dV0K67i21CIiwiwuLiAo6cvsAHZbVujxOyQiIsAHcWpDAhcwjLvzjAxQ4tM7RDyITl\n8u5y9Gwrq7ZqVaodQiYsAFNzh3Lr6CSWl1ZyoU13F38LqbB0VaUW0NB0kXe/0TJDfwupsABMGp3E\n7XnJvLq+iuaLWpXqTyEXFuiqGzt9vo23v65xe5SQEpJhmZCZSNF1w1ixvoqzF7TM0F9CMiwAC4vz\nOdfawZsbD7o9SsgI2bCMTUvgB2NHsHLjQc5omaFfhGxYoGt3Od/WwWsbtCrVH0I6LPnD47l/3Eje\n2lRDQ9NFt8cJelYuX80QkVIR2dtd5jPficH8ZX5RHhc7OvmzVqVeMys7Swew2BgzBpgMPCciY+wd\ny3+yUwbxo5vT+es3hzh+VqtSr4WVy1ePGWO2d/+5CdgHpNk9mD+9UJTHpUuGP2mZ4TXx6ZhFRLKA\nCYBjZT7+kJEUy8MTM1i17TC1Z7TMsL8sh0VEBgEfAguMMee83G5bmY8/PD8zFxHhj+t0d+kvqzVh\nEXQF5T1jzBpv97GzzMcfUhNieHRSJn/fXkvNyfNujxOUrLwaEuBNYJ8xZon9I9nn2Rk5RHi0KrW/\nrOwsU4HHgZkisqP75x6b57LFsPhonrgti4921FFZr2WGvrLyamijMUa6y3zGd//8y4nh7PDU9Bxi\nIzwsXau7i69C+h1cb5K6ywz/uesYe49+7zhdXcWACwvAr6ZlEx8dzlKtSvXJgAxLQmwEc2/PpmTv\nCXbVNro9TtAYkGEB+MW00STGRvDS57q7WDVgwzIoKpynpuewvqKBshotM7RiwIYF4Ge3jSJ5UJTu\nLhYN6LDERobz7J05bK4+xddVJ90eJ+AN6LAAPHprJiMGR7Pkc60b68uAD0t0hId5M3MpO3SG9RWB\n9wFoIBnwYQF4uDCD9MQYLTPsg4YFiAzvKjPcVXuWkr1aZtgbDUu3hyakMTo5jiVaZtgrDUu3cE8Y\n84vy+O54E5/uPu72OAFJw3KFH44bSd6wQSxdW0Gn7i7fo2G5gqe7zLCyvpmPd9a5PU7A0bD0MPuG\nEYxJHcyytQe0zLAHDUsPYWHCouJ8Dp1qYc12LTO8kobFi6LrhzEuYwh/WFepZYZX0LB40VVmmE9d\n4wVWb9Myw8s0LL24PS+ZiVmJLC+tpLVddxfQsPTqcpnhiXMXeW/LYbfHCQgalquYnD2UqblDefXL\nSlratMxQw9KHRcUFnGxu4+2vtSpVw9KHW0YlMqMghRVfVdHUOrDLDK1cvrpSROpFZLcTAwWiRcUF\nNLa0s3JjjdujuMrKzvIWMNvmOQLajekJ3H3DcN7YUE1jy8AtM7Ry+epXwIA//X1hcT7NbR28PoDL\nDMPdHiBYXDdiMPfemMqK9dV8WB4aHzJmJMXwwdNTLN/fb2ERkbnAXIDMzEx/PWxAefGe60mIiaCj\nMzROX0iOj/Tp/mLlnNPuerBPjDFjrTxoYWGhKSsr82kQFRhEpNwYU+jtNn3prCyz8tL5b8BmoEBE\nakXkSfvHUoGoz2MWY8wjTgyiAp+lYxafH1SkAej5/ngyEArXiIbK8wDvz2WUMcZrg6QtYfG6kEhZ\nbwdOwSRUngf4/lz0AFdZpmFRljkZltccXMtOofI8wMfn4tgxiwp++mtIWWZ7WERktojsF5FKEfmN\n3evZJZTO6+nvF47Z+mtIRDxABVAM1ALbgEeMMXttW9QmInIH0Ay8Y/UzskAlIqlAqjFmu4jEA+XA\ng339u9i9s0wCKo0x1caYNmAV8IDNa9oilM7r6e8XjtkdljTgyqu0agmyb0ELdb584Zge4A5gfX3h\nWE92h6UOyLjiv9O7/065zMoXjvVkd1i2AXkiMlpEIoE5wMc2r6n60N8vHLM1LMaYDmAe8BldB1Gr\njTF77FzTLiF2Xk+/vnBM38FVlukBrrJMw6Is07AoyzQsyjINi7JMw6Is07AoyzQsyrL/AlUmuUe6\njk9eAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cce6248-2201-11ea-9d41-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cb9f66c-2201-11ea-aea3-02421cceb864\"]);\n",
              "//# sourceURL=js_ab609114b3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cd04f78-2201-11ea-bfd8-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b328ee8457"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cd0a9e8-2201-11ea-900e-02421cceb864\"] = document.querySelector(\"#id16-1-2\");\n",
              "//# sourceURL=js_048b23ce0d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cd10280-2201-11ea-aa96-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cd0a9e8-2201-11ea-900e-02421cceb864\"]);\n",
              "//# sourceURL=js_b73b741d7e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Pi4g8KCJnRMQuIv9i9npm6Ur7ejo6CNvUX0MiYgPygSygDDgEPK2UOmXaoiYRkcnADWCD\n0dfI3JWIRAPRSqkjIhIMHAYeb+/fxezOMgawK6WKlFK3gY3AYyavaQql1E6g2uo6nKGjg7DNDksM\nUPqNr8vw8OncXY0jg7D1CW431t4g7HuZHZZyIO4bX8e2fE+zmJFB2PcyOyyHgFQR6ScivsA84BOT\n19Ta0dFB2KaGRSnVCCwCPqf5JGqTUuqkmWuapYvt67k7CDtTRI62fDzc3l/Sz+BqhukTXM0wHRbN\nMB0WzTAdFs0wHRbNMB0WzTAdFs0wHRbNsP8HoFDsxv+gKj8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ce59c10-2201-11ea-9cc1-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cd04f78-2201-11ea-bfd8-02421cceb864\"]);\n",
              "//# sourceURL=js_fafb729225"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ce7a59c-2201-11ea-8a75-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_625f075249"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ce80d26-2201-11ea-81fc-02421cceb864\"] = document.querySelector(\"#id16-2-0\");\n",
              "//# sourceURL=js_796a4f48d4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ce86fe6-2201-11ea-a16c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8ce80d26-2201-11ea-81fc-02421cceb864\"]);\n",
              "//# sourceURL=js_6b3b4ffff6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIsAAACMCAYAAABMHFpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDBaIao3A+90AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cfc8fde-2201-11ea-aaef-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8ce7a59c-2201-11ea-8a75-02421cceb864\"]);\n",
              "//# sourceURL=js_0533f78f65"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cfe41e2-2201-11ea-a83d-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f2306f1c72"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cfe9180-2201-11ea-bd92-02421cceb864\"] = document.querySelector(\"#id16-2-1\");\n",
              "//# sourceURL=js_d69a86f97e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8cfee49a-2201-11ea-9c90-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cfe9180-2201-11ea-bd92-02421cceb864\"]);\n",
              "//# sourceURL=js_c1780df243"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIsAAACMCAYAAABMHFpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d126e50-2201-11ea-8d6c-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8cfe41e2-2201-11ea-a83d-02421cceb864\"]);\n",
              "//# sourceURL=js_fbc6312a45"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d14565e-2201-11ea-b9ec-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_d992a3256d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d14a414-2201-11ea-93ae-02421cceb864\"] = document.querySelector(\"#id16-2-2\");\n",
              "//# sourceURL=js_f14edb883f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d14e480-2201-11ea-a8e0-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d14a414-2201-11ea-93ae-02421cceb864\"]);\n",
              "//# sourceURL=js_621b916292"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Plot!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIsAAACMCAYAAABMHFpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
            "text/plain": [
              "<Figure size 144x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d28d88c-2201-11ea-8ee4-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d14565e-2201-11ea-b9ec-02421cceb864\"]);\n",
              "//# sourceURL=js_53242efb83"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2abf7e-2201-11ea-8949-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_9a5a408580"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2b354c-2201-11ea-ac04-02421cceb864\"] = document.querySelector(\"#id16-0-0\");\n",
              "//# sourceURL=js_b4903b0a60"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2b7a5e-2201-11ea-b4ef-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d2b354c-2201-11ea-ac04-02421cceb864\"]);\n",
              "//# sourceURL=js_8b70133e9f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 0 (0, 0)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2c94f4-2201-11ea-9441-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d2abf7e-2201-11ea-8949-02421cceb864\"]);\n",
              "//# sourceURL=js_ff30141893"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2ea65e-2201-11ea-a876-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f9b9243c7c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2f0e42-2201-11ea-a2ff-02421cceb864\"] = document.querySelector(\"#id16-0-1\");\n",
              "//# sourceURL=js_e7a4072d61"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d2f7168-2201-11ea-bc9b-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d2f0e42-2201-11ea-a2ff-02421cceb864\"]);\n",
              "//# sourceURL=js_d66a0ed963"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 1 (0, 1)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d30fc1c-2201-11ea-8b02-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d2ea65e-2201-11ea-a876-02421cceb864\"]);\n",
              "//# sourceURL=js_00e97c1c42"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d32bbae-2201-11ea-b964-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_664ca3a542"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d331a5a-2201-11ea-84a7-02421cceb864\"] = document.querySelector(\"#id16-0-2\");\n",
              "//# sourceURL=js_83d6f60cf3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d33630a-2201-11ea-972f-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d331a5a-2201-11ea-84a7-02421cceb864\"]);\n",
              "//# sourceURL=js_a004ae18b8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 2 (0, 2)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d34af58-2201-11ea-ae88-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d32bbae-2201-11ea-b964-02421cceb864\"]);\n",
              "//# sourceURL=js_1e2b24762a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-0-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d36a91a-2201-11ea-853c-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_021034c50c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d36f210-2201-11ea-80cd-02421cceb864\"] = document.querySelector(\"#id16-1-0\");\n",
              "//# sourceURL=js_0757254945"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d377210-2201-11ea-a22d-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d36f210-2201-11ea-80cd-02421cceb864\"]);\n",
              "//# sourceURL=js_60eb6ca702"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 3 (1, 0)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d38bf5a-2201-11ea-9702-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d36a91a-2201-11ea-853c-02421cceb864\"]);\n",
              "//# sourceURL=js_30aff6755f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3a7ac6-2201-11ea-9329-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_351231e574"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3acc5e-2201-11ea-abf5-02421cceb864\"] = document.querySelector(\"#id16-1-1\");\n",
              "//# sourceURL=js_752b3f4cc6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3b1f7a-2201-11ea-8e60-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d3acc5e-2201-11ea-abf5-02421cceb864\"]);\n",
              "//# sourceURL=js_67829fee55"
            ],
            "text/plain": [
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        {
          "output_type": "stream",
          "text": [
            "data at cell 4 (1, 1)\n",
            "\n"
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          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3c185a-2201-11ea-962a-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d3a7ac6-2201-11ea-9329-02421cceb864\"]);\n",
              "//# sourceURL=js_16f30fee79"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
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              "outputarea_id16"
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        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3dae86-2201-11ea-9245-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_06aa0f48c2"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3df290-2201-11ea-8963-02421cceb864\"] = document.querySelector(\"#id16-1-2\");\n",
              "//# sourceURL=js_ea71ce1dfe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3e382c-2201-11ea-89c2-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d3df290-2201-11ea-8963-02421cceb864\"]);\n",
              "//# sourceURL=js_bb0cc15f88"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-1-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 5 (1, 2)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d3f8010-2201-11ea-ad62-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d3dae86-2201-11ea-9245-02421cceb864\"]);\n",
              "//# sourceURL=js_281afd8c9f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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              "id16-1-2",
              "outputarea_id16"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d40fc98-2201-11ea-a63f-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_043a04d4bb"
            ],
            "text/plain": [
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            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d413838-2201-11ea-9e93-02421cceb864\"] = document.querySelector(\"#id16-2-0\");\n",
              "//# sourceURL=js_7807c7ed5f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d416f52-2201-11ea-ace6-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d413838-2201-11ea-9e93-02421cceb864\"]);\n",
              "//# sourceURL=js_a4840fd7a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 6 (2, 0)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d422f74-2201-11ea-8959-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d40fc98-2201-11ea-a63f-02421cceb864\"]);\n",
              "//# sourceURL=js_4edaaccc9a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-0",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d43d7e4-2201-11ea-a948-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3b14754899"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d444130-2201-11ea-8f38-02421cceb864\"] = document.querySelector(\"#id16-2-1\");\n",
              "//# sourceURL=js_86c3289ce5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d44b5d2-2201-11ea-8299-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d444130-2201-11ea-8f38-02421cceb864\"]);\n",
              "//# sourceURL=js_c51bad739c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 7 (2, 1)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d45c7ae-2201-11ea-96ec-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d43d7e4-2201-11ea-a948-02421cceb864\"]);\n",
              "//# sourceURL=js_ca8e321988"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id16-2-1",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d47902c-2201-11ea-aebb-02421cceb864\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_835ea999a3"
            ],
            "text/plain": [
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            ]
          },
          "metadata": {
            "tags": [
              "id16-2-2",
              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d47f89a-2201-11ea-a10f-02421cceb864\"] = document.querySelector(\"#id16-2-2\");\n",
              "//# sourceURL=js_ecded3ce54"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
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              "outputarea_id16"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d485670-2201-11ea-8cab-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d47f89a-2201-11ea-a10f-02421cceb864\"]);\n",
              "//# sourceURL=js_5d3af25187"
            ],
            "text/plain": [
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          },
          "metadata": {
            "tags": [
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              "outputarea_id16"
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "data at cell 8 (2, 2)\n",
            "\n"
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          "name": "stdout"
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        {
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          "data": {
            "application/javascript": [
              "window[\"8d49cc4a-2201-11ea-92d4-02421cceb864\"] = google.colab.output.setActiveOutputArea(window[\"8d47902c-2201-11ea-aebb-02421cceb864\"]);\n",
              "//# sourceURL=js_b9972aa148"
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            "text/plain": [
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    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "iP3caKQPXSJR"
      },
      "source": [
        "## Widget Removal\n",
        "\n",
        "Widgets can be removed along with output inside them. Note: the underlying\n",
        "notebook file will also be updated to remove all output, though if the cell is\n",
        "very long running, intermediate outputs might linger in revision history."
      ]
    },
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h.D=function(){S.i.D.call(this);Qc(this,function(b){b.m&&zd(this,b)},this);var a=this.f();bd(this.da,this);Ad(this,this.T);H(H(H(H(H(H(H(H(Oc(this),this,"enter",this.Wa),this,"highlight",this.Xa),this,"unhighlight",this.cb),this,"open",this.Ya),this,"close",this.Ua),a,F.L,this.Sa),qb(a),[F.M,F.aa],this.Va),a,[F.L,F.M,F.aa,"mouseover","mouseout","contextmenu"],this.Ta);Bd(this)};var Bd=function(a){var b=Oc(a),c=yd(a);H(H(H(b,c,"focus",a.Ha),c,"blur",a.Qa),a.ca||(a.ca=new J(yd(a))),"key",a.Ra)};h=S.prototype;
h.P=function(){Cd(this,-1);this.s&&sd(this.s,!1);this.V=!1;S.i.P.call(this)};h.u=function(){S.i.u.call(this);this.ca&&(this.ca.N(),this.ca=null);this.da=this.s=this.I=this.Da=null};h.Wa=function(){return!0};
h.Xa=function(a){var b=Tc(this,a.target);if(-1<b&&b!=this.l){var c=L(this,this.l);c&&P(c,!1);this.l=b;c=L(this,this.l);this.V&&qd(c,!0);this.s&&c!=this.s&&(c.v&64?sd(c,!0):sd(this.s,!1))}b=this.f();q(b,"The DOM element for the container cannot be null.");null!=a.target.f()&&xb(b,"activedescendant",a.target.f().id)};h.cb=function(a){a.target==L(this,this.l)&&(this.l=-1);a=this.f();q(a,"The DOM element for the container cannot be null.");a.removeAttribute(wb("activedescendant"))};
h.Ya=function(a){(a=a.target)&&a!=this.s&&a.b==this&&(this.s&&sd(this.s,!1),this.s=a)};h.Ua=function(a){a.target==this.s&&(this.s=null);var b=this.f(),c=a.target.f();b&&a.target.o&2&&c&&(a="",c&&(a=c.id,q(a,"The active element should have an id.")),xb(b,"activedescendant",a))};h.Sa=function(a){this.O&&(this.V=!0);var b=yd(this);b&&sb(b)&&tb(b)?b.focus():a.g()};h.Va=function(){this.V=!1};
h.Ta=function(a){a:{var b=a.target;if(this.I)for(var c=this.f();b&&b!==c;){var d=b.id;if(d in this.I){b=this.I[d];break a}b=b.parentNode}b=null}if(b)switch(a.type){case F.L:b.ka(a);break;case F.M:case F.aa:b.la(a);break;case "mouseover":b.Aa(a);break;case "mouseout":b.za(a);break;case "contextmenu":b.ea(a)}};h.Ha=function(){};h.Qa=function(){Cd(this,-1);this.V=!1;this.s&&sd(this.s,!1)};
h.Ra=function(a){return this.isEnabled()&&this.isVisible()&&(0!=Rc(this)||this.Da)&&Dd(this,a)?(a.g(),a.j(),!0):!1};
var Dd=function(a,b){var c=L(a,a.l);if(c&&"function"==typeof c.fa&&c.fa(b)||a.s&&a.s!=c&&"function"==typeof a.s.fa&&a.s.fa(b))return!0;if(b.shiftKey||b.ctrlKey||b.metaKey||b.altKey)return!1;switch(b.c){case 27:yd(a).blur();break;case 36:Ed(a);break;case 35:Fd(a);break;case 38:if("vertical"==a.H)Gd(a);else return!1;break;case 37:if("horizontal"==a.H)Sc(a)?Hd(a):Gd(a);else return!1;break;case 40:if("vertical"==a.H)Hd(a);else return!1;break;case 39:if("horizontal"==a.H)Sc(a)?Gd(a):Hd(a);else return!1;
break;default:return!1}return!0},zd=function(a,b){var c=b.f();c=c.id||(c.id=Lc(b));a.I||(a.I={});a.I[c]=b};S.prototype.sa=function(a,b){Ca(a,N,"The child of a container must be a control");S.i.sa.call(this,a,b)};S.prototype.ta=function(a,b,c){Ca(a,N);a.K|=2;a.K|=64;td(a,32,!1);a.m&&0!=a.ya&&od(a,!1);a.ya=!1;var d=a.b==this?Tc(this,a):-1;S.i.ta.call(this,a,b,c);a.m&&this.m&&zd(this,a);a=d;-1==a&&(a=Rc(this));a==this.l?this.l=Math.min(Rc(this)-1,b):a>this.l&&b<=this.l?this.l++:a<this.l&&b>this.l&&this.l--};
var ad=function(a,b){if(a.f())throw Error("Component already rendered");a.H=b};S.prototype.isVisible=function(){return this.T};var Ad=function(a,b){a.T=b;var c=a.f();c&&(c.style.display=b?"":"none",Yc(yd(a),a.O&&a.T))};S.prototype.isEnabled=function(){return this.O};S.prototype.Z=function(a){this.O!=a&&uc(this,a?"enable":"disable")&&(a?(this.O=!0,Qc(this,function(b){b.La?delete b.La:b.Z(!0)})):(Qc(this,function(b){b.isEnabled()?b.Z(!1):b.La=!0}),this.V=this.O=!1),Yc(yd(this),a&&this.T))};
var Cd=function(a,b){(b=L(a,b))?P(b,!0):-1<a.l&&P(L(a,a.l),!1)},Ed=function(a){Id(a,function(b,c){return(b+1)%c},Rc(a)-1)},Fd=function(a){Id(a,function(b,c){b--;return 0>b?c-1:b},0)},Hd=function(a){Id(a,function(b,c){return(b+1)%c},a.l)},Gd=function(a){Id(a,function(b,c){b--;return 0>b?c-1:b},a.l)},Id=function(a,b,c){c=0>c?Tc(a,a.s):c;var d=Rc(a);c=b.call(a,c,d);for(var e=0;e<=d;){var f=L(a,c),g;if(g=f)g=f.isVisible()&&f.isEnabled()&&!!(f.v&2);if(g){a.Ea(c);break}e++;c=b.call(a,c,d)}};
S.prototype.Ea=function(a){Cd(this,a)};var T=function(){};n(T,M);da(T);T.prototype.a=function(){return"goog-tab"};T.prototype.h=function(){return"tab"};T.prototype.c=function(a){var b=T.i.c.call(this,a);(a=a.Pa)&&b&&(b.title=a||"");return b};T.prototype.g=function(a,b){b=T.i.g.call(this,a,b);var c=b.title||"";c&&(a.Pa=c);a.o&8&&(c=a.b)&&ia(c.G)&&(Q(a,8,!1),c.G(a));return b};var Jd=function(a,b,c){N.call(this,a,b||T.R(),c);td(this,8,!0);this.K|=9};n(Jd,N);Vc("goog-tab",function(){return new Jd(null)});var U=function(){this.h="tablist"};n(U,Xc);da(U);U.prototype.b=function(){return"goog-tab-bar"};U.prototype.g=function(a,b,c){this.j||(this.a||Kd(this),this.j=sa(this.a));var d=this.j[b];d?(ad(a,Ld(d)),a.B=d):U.i.g.call(this,a,b,c)};U.prototype.c=function(a){var b=U.i.c.call(this,a);this.a||Kd(this);b.push(this.a[a.B]);return b};var Kd=function(a){var b=a.b();a.a={top:b+"-top",bottom:b+"-bottom",start:b+"-start",end:b+"-end"}};var V=function(a,b,c){a=a||"top";ad(this,Ld(a));this.B=a;S.call(this,this.H,b||U.R(),c);Md(this)};n(V,S);h=V.prototype;h.C=null;h.D=function(){V.i.D.call(this);Md(this)};h.u=function(){V.i.u.call(this);this.C=null};h.Ea=function(a){V.i.Ea.call(this,a);this.G(L(this,a))};h.G=function(a){a?rd(a,!0):this.C&&rd(this.C,!1)};
var Nd=function(a,b){if(b&&b==a.C){for(var c=Tc(a,b),d=c-1;b=L(a,d);d--){var e=b;if(e.isVisible()&&e.isEnabled()){a.G(b);return}}for(c+=1;b=L(a,c);c++)if(d=b,d.isVisible()&&d.isEnabled()){a.G(b);return}a.G(null)}};h=V.prototype;h.ab=function(a){this.C&&this.C!=a.target&&rd(this.C,!1);this.C=a.target};h.bb=function(a){a.target==this.C&&(this.C=null)};h.Za=function(a){Nd(this,a.target)};h.$a=function(a){Nd(this,a.target)};h.Ha=function(){L(this,this.l)||Cd(this,Tc(this,this.C||L(this,0)))};
var Md=function(a){H(H(H(H(Oc(a),a,"select",a.ab),a,"unselect",a.bb),a,"disable",a.Za),a,"hide",a.$a)},Ld=function(a){return"start"==a||"end"==a?"vertical":"horizontal"};Vc("goog-tab-bar",function(){return new V});function Od(a){var b={top:"bottom",bottom:"top",start:"right",end:"left"}[a.location],c=a.elementId,d=document.createElement("style");d.textContent="\n    fieldset {\n      padding: 10px;\n      border: 1px solid #369;\n    }\n\n    #"+c+" .goog-tab-content {\n      min-height: 3em;\n      margin: 0;\n      border: "+a.border+" solid "+a.borderColor+";\n      border-top: 0;\n      height: "+a.contentHeight+";\n      padding: 4px 8px;\n      margin-right: 4px;\n      background: var(--colab-primary-surface-color);\n      overflow: auto;\n    }\n\n    #"+
c+" .goog-tab-bar-"+a.location+" .goog-tab-selected {\n      background-color: var(--colab-primary-surface-color);\n      border: 1px solid "+a.borderColor+";\n      border-"+b+": 0px;\n    }\n\n    #"+c+" .goog-tab-bar-"+a.location+" {\n      padding-"+a.location+": 5px !important;\n      border-"+b+": 1px solid "+a.borderColor+" !important;\n      background: var(--colab-primary-surface-color);\n    }\n\n    #"+c+" .goog-tab-bar {\n       margin: 0;\n       border: 0;\n       padding: 0;\n       list-style: none;\n       cursor: default;\n       outline: none;\n       background: var(--colab-primary-surface-color);\n       margin-right: 4px;\n      }\n\n     #"+
c+" .goog-tab {\n       position: relative;\n       padding: 4px 8px;\n       color: var(--colab-primary-text-color);\n       text-decoration: initial;\n       cursor: default;\n      }\n\n      #"+c+" .goog-tab-hover {\n        background-color: var(--colab-highlighted-surface-color);\n      }\n      ";return d}
var Pd=function(a){var b=a.elementId,c=a.tabNames,d=a.selectedIndex;"contentBorder"in a||(a.contentBorder="0px");"contentHeight"in a||(a.contentHeight="initial");"borderColor"in a||(a.borderColor="var(--colab-border-color)");a.location||(a.location="top");var e=document.querySelector("#"+b),f=document.createElement("div");f.classList.add("goog-tab-bar");var g=a.location;f.classList.add("goog-tab-bar-"+g);for(var k=[],p=ba(c),w=p.next();!w.done;w=p.next()){w=w.value;var B=document.createElement("div");
B.classList.add("goog-tab");B.textContent=w;f.appendChild(B);k.push(B)}"bottom"!=g&&e.appendChild(f);p=null;if("top"==g||"bottom"==g)p=document.createElement("div"),p.classList.add("goog-tab-bar-clear");"top"==g&&p&&e.appendChild(p);B=document.createElement("div");B.classList.add("goog-tab-content");var ra=[];c=ba(c);for(w=c.next();!w.done;w=c.next())w=document.createElement("div"),w.id=e.id+"_content_"+ra.length,w.style.display="none",B.appendChild(w),ra.push(w);e.appendChild(B);"bottom"==g&&(p&&
e.appendChild(p),e.appendChild(f));var X=new V(g);Pc(X,f);var Y=-1;dc(X,"select",function(Z){Z=k.indexOf(Z.target.f());Z!=Y&&(0<=Y&&Y<ra.length&&(ra[Y].style.display="none",Y=-1),0<=Z&&Z<ra.length&&(Y=Z,ra[Y].style.display="inline",window.dispatchEvent(new Event("resize")),google.colab.output.resizeIframeToContent()),X.G(L(X,Y)))});X.G(L(X,d));window[b]={setSelectedTabIndex:function(Z){X.G(L(X,Z))}};document.head.appendChild(Od(a))},Qd=["colab_lib","createTabBar"],W=l;
Qd[0]in W||"undefined"==typeof W.execScript||W.execScript("var "+Qd[0]);for(var Rd;Qd.length&&(Rd=Qd.shift());)Qd.length||void 0===Pd?W[Rd]&&W[Rd]!==Object.prototype[Rd]?W=W[Rd]:W=W[Rd]={}:W[Rd]=Pd;}).call(this);
// clang-format on
",
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "ok": true,
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "outputId": "bd199085-cbed-483f-a487-6e03607e6ef2"
      },
      "source": [
        "import time\n",
        "from google.colab import widgets\n",
        "\n",
        "t = widgets.TabBar([\"hi\", \"bye\"])\n",
        "g = widgets.Grid(3, 3)\n",
        "print(\"1/4 You also will see me\")\n",
        "print(\"2/4 see me\")\n",
        "\n",
        "for _ in t:\n",
        "  print(\"***** You only see me temporarily!\")\n",
        "\n",
        "print(\"3/4 I am safe\")\n",
        "\n",
        "for _ in g:\n",
        "  print(\"**** Or me for that matter\")\n",
        "\n",
        "print(\"4/4 You also will see me\")\n",
        "\n",
        "time.sleep(1)\n",
        "t.remove()\n",
        "g.remove()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1/4 You also will see me\n",
            "2/4 see me\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "3/4 I am safe\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "4/4 You also will see me\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}